Classificação de emoções e sentimentos em letras musicais usando Floresta Aleatória e Otimização Bayesiana

Leitura dos dados

data_songs <- read.csv("src/all_songs.csv") %>%
  select(-X) %>%
  mutate(
    lyrics = Slyrics %>%
      gsub("\\d+", "", .) %>%
      tolower() %>%
      gsub("[[:punct:]]", "", .) %>%
      remove_stopwords() %>%
      as.character()
  )

data_artists <- read.csv("src/all_artists.csv")

data <- read.csv("src/data_gabarito.csv")

gabarito <- data[1,] %>%
  t() %>%
  as.data.frame() %>%
  rename(sentimentos = 1) %>%
  mutate(
    anger = ifelse(grepl("Raiva", sentimentos), 1, 0),
    anticipation = ifelse(grepl("Antecipação", sentimentos), 1, 0),
    disgust = ifelse(grepl("Desgosto", sentimentos), 1, 0),
    fear = ifelse(grepl("Medo", sentimentos), 1, 0),
    joy = ifelse(grepl("Alegria", sentimentos), 1, 0),
    sadness = ifelse(grepl("Tristeza", sentimentos), 1, 0),
    surprise = ifelse(grepl("Surpresa", sentimentos), 1, 0),
    trust = ifelse(grepl("Confiança", sentimentos), 1, 0),
    negative = ifelse(grepl("Negativo", sentimentos), 1, 0),
    positive = ifelse(grepl("Positivo", sentimentos), 1, 0),
  ) %>%
  select(-sentimentos) %>%
  mutate(across(everything(), as.factor))

row.names(gabarito) <- NULL
data_gabarito <- cbind(data_songs, gabarito) %>%
  mutate(
    across(anger:positive, ~ as.numeric(as.character(.))),
    lyrics = data_songs$lyrics
  ) %>%
  filter(Alink != "/hillsong-united/") %>%
  distinct(Slink, .keep_all = TRUE)

data_songs <- data_songs %>%
  filter(Alink != "/hillsong-united/") %>%
  distinct(Slink, .keep_all = TRUE)

rm(data, gabarito)

Análise exploratória

Frequência de músicas anotadas por sentimento

data_gabarito %>%
  reframe(across(anger:positive, sum)) %>%
  pivot_longer(cols = everything(), names_to = "sentimento", values_to = "count") %>%
  mutate(sentimento = labels_pt[sentimento]) %>%
  arrange(desc(count)) %>%
  mutate(sentimento = factor(sentimento, levels = sentimento)) %>%
  ggplot(aes(x = sentimento, y = count)) +
  geom_bar(stat = "identity", fill = "darkblue") +
  geom_text(aes(label = count), vjust = 2, size = 3, color = "white") + 
  scale_y_continuous(limits = c(0, 300)) +
  theme_minimal() +
  labs(x = "", y = "Frequência", title = "") +
  theme(axis.text.x = element_text())

Matriz de correlação entre sentimentos

correlation_matrix <- cor(data_gabarito %>% select(anger:positive))
hc <- hclust(dist(1 - correlation_matrix))
ordered_matrix <- correlation_matrix[hc$order, hc$order]
long_correlation_matrix <- melt(ordered_matrix)

long_correlation_matrix %>%
  ggplot(aes(x = Var2, y = Var1, fill = value)) +
  geom_tile() +
  scale_fill_gradient2(name = "Correlação",  mid = "white",  high = "darkblue",
                       low = "darkorange",  midpoint = 0, limit = c(-1, 1), 
                       breaks = c(-1, -0.5, 0, 0.5, 1)) +
  theme_minimal() +
  labs(x = "", y = "") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1, vjust = 1), 
        axis.text.y = element_text(hjust = 1)) +
  scale_x_discrete(labels = labels_pt) +
  scale_y_discrete(labels = labels_pt)

rm(correlation_matrix, hc, ordered_matrix, long_correlation_matrix)

Proporção de sentimentos por gênero

data_gabarito %>%
  left_join(data_artists, by="Alink") %>%
  select(-c(X, Asongs, Apopularity)) %>%
  distinct() %>%
  separate_rows(Agenres, sep = ";\\s*") %>%
  group_by(Agenres) %>%
  reframe(
    n = n(),
    across(anger:positive, mean)
  ) %>%
  mutate(
    total = anger+anticipation+disgust+fear+joy+sadness+surprise+trust+negative+positive,
    across(anger:positive, ~ .x / total)
  ) %>%
  filter(n >= 20) %>%
  arrange(desc(n)) %>%
  pivot_longer(
    cols = anger:positive,
    names_to = "sentiment",
    values_to = "percentage"
  ) %>%
  mutate(sentiment = factor(sentiment, levels = c("positive", "joy", "trust", "surprise", "anticipation", "fear", "anger", "sadness", "disgust", "negative"))) %>%
  ggplot(aes(x = Agenres, y = percentage, fill = sentiment)) +
  geom_bar(stat = "identity") +
  geom_text(aes(label = scales::percent(percentage, accuracy = 1)), 
            position = position_stack(vjust = 0.5), 
            color = "white", 
            size = 3) +
  scale_fill_manual(values = colorRampPalette(colors = c("darkblue", "darkgrey", "darkorange"))(10), labels = labels_pt) +
  scale_y_continuous(labels = scales::percent_format()) +
  labs(x = "Gênero", y = "Percentual do Sentimento", fill = "Sentimento") +
  theme_minimal()

## Warning in left_join(., data_artists, by = "Alink"): Detected an unexpected many-to-many relationship between `x` and `y`.
## ℹ Row 1 of `x` matches multiple rows in `y`.
## ℹ Row 1 of `y` matches multiple rows in `x`.
## ℹ If a many-to-many relationship is expected, set `relationship =
##   "many-to-many"` to silence this warning.

Processamento de dados

TF IDF

tfidf <- DocumentTermMatrix(data_gabarito$lyrics) %>% 
  weightTfIdf() %>%
  as.matrix() %>%
  as.data.frame()

data_tfidf_raw <- cbind(tfidf, data_gabarito %>% select(anger:positive))
data_tfidf_raw <- data_tfidf_raw %>%
  mutate(across((ncol(data_tfidf_raw)-9):ncol(data_tfidf_raw), ~ as.factor(ifelse(. >= 1, "Yes", "No"))))

print(head(data_tfidf_raw))

##       abafar     amando    amanhã    amargar        amor       anda      antes
## 1 0.05667789 0.04702878 0.1512382 0.06397716 0.008946809 0.03972951 0.03414167
## 2 0.00000000 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.00000000
## 3 0.00000000 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.00000000
## 4 0.00000000 0.00000000 0.0000000 0.00000000 0.016563686 0.00000000 0.00000000
## 5 0.00000000 0.00000000 0.0000000 0.00000000 0.000000000 0.00000000 0.00000000
## 6 0.00000000 0.00000000 0.0000000 0.00000000 0.068095154 0.00000000 0.00000000
##      apesar   brotando       cada     cantar       cara     chegar       chão
## 1 0.1549034 0.06397716 0.02539759 0.06383291 0.02816045 0.02926996 0.02595196
## 2 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 3 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 4 0.0000000 0.00000000 0.04701986 0.00000000 0.00000000 0.00000000 0.00000000
## 5 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 6 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##      clarear     cobrar    contido       coro        céu        dar desinventar
## 1 0.06397716 0.06397716 0.06397716 0.04348552 0.02321102 0.02278113  0.06397716
## 2 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000  0.00000000
## 3 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000  0.00000000
## 4 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000  0.00000000
## 5 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000  0.00000000
## 6 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000  0.00000000
##          dia discussão    dobrado   editora     enorme   esbanjar   esconder
## 1 0.09547047 0.0524081 0.06397716 0.0524081 0.06397716 0.06397716 0.04348552
## 2 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000
## 3 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000
## 4 0.02945823 0.0000000 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000
## 5 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000
## 6 0.00000000 0.0000000 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000
##    escuridão     escuro esqueceuse    estado        etc    euforia   explicar
## 1 0.04510883 0.04348552 0.06397716 0.0524081 0.06397716 0.06397716 0.04510883
## 2 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000
## 3 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000
## 4 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000
## 5 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000
## 6 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000
##       falado    falando      falou     fineza  florescer     frente       galo
## 1 0.06397716 0.03780956 0.04510883 0.06397716 0.05667789 0.02748081 0.06397716
## 2 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 3 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 4 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 5 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 6 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##        gente      grito     hoje impunemente       inda  insistir  inventar
## 1 0.03702267 0.04937862 0.038177  0.06397716 0.05667789 0.0524081 0.1279543
## 2 0.00000000 0.00000000 0.000000  0.00000000 0.00000000 0.0000000 0.0000000
## 3 0.00000000 0.00000000 0.000000  0.00000000 0.00000000 0.0000000 0.0000000
## 4 0.00000000 0.00000000 0.000000  0.00000000 0.00000000 0.0000000 0.0000000
## 5 0.05635673 0.00000000 0.000000  0.00000000 0.00000000 0.0000000 0.0000000
## 6 0.00000000 0.00000000 0.000000  0.00000000 0.00000000 0.0000000 0.0000000
##    inventou     jardim       juro      juros       lado   licença       ltda
## 1 0.2559087 0.04348552 0.03972951 0.06397716 0.02513097 0.0524081 0.04510883
## 2 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
## 3 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
## 4 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
## 5 0.0000000 0.13238926 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
## 6 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
##      lágrima        mal      manda      manhã    momento     morrer    musical
## 1 0.04702878 0.02715677 0.03545972 0.03051029 0.03191645 0.03414167 0.06397716
## 2 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 3 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 4 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.12641645 0.00000000
## 5 0.00000000 0.00000000 0.10795513 0.00000000 0.00000000 0.00000000 0.00000000
## 6 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##        nesse       nova    olhando       onde        ora     outro      pagar
## 1 0.03095846 0.07237251 0.03478008 0.02299388 0.05667789 0.1099233 0.04510883
## 2 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
## 3 0.00000000 0.00000000 0.00000000 0.11250578 0.00000000 0.0000000 0.00000000
## 4 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
## 5 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
## 6 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000
##        pago      parar     pecado      pedir      penar      pensa     perdão
## 1 0.0524081 0.03414167 0.03972951 0.03696666 0.04702878 0.03780956 0.03478008
## 2 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 3 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 4 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 5 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 6 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##    pergunto     poesia    proibir     queria      raiar   renascer    repente
## 1 0.0524081 0.04207935 0.06397716 0.02653714 0.04702878 0.06397716 0.04207935
## 2 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 3 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 4 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 5 0.0000000 0.00000000 0.00000000 0.08079086 0.00000000 0.00000000 0.00000000
## 6 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##    reprimido        rir     rolada      samba        ser sofrimento        tal
## 1 0.06397716 0.05667789 0.06397716 0.03780956 0.05868567 0.04510883 0.03696666
## 2 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 3 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 4 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 5 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 6 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##         ter       toda       todo   tristeza        vai      vendo        ver
## 1 0.0198575 0.02177746 0.02103816 0.03414167 0.09550882 0.09021765 0.03295003
## 2 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.06448791
## 3 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 4 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 5 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## 6 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##          vir        viu        vou       água      abre     ancho      boca
## 1 0.04702878 0.03872584 0.02357846 0.03545972 0.0000000 0.0000000 0.0000000
## 2 0.00000000 0.00000000 0.00000000 0.00000000 0.1765688 0.2504249 0.1062994
## 3 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000
## 4 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000
## 5 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000
## 6 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000
##          bom      cabe      carne     conta      cova      dada   defunto
## 1 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
## 2 0.04769438 0.2051403 0.08828442 0.1446981 0.6655604 0.2504249 0.2218535
## 3 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
## 4 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
## 5 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
## 6 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
##      deste  dividida   estarás   estavas      estás      fundo    grande
## 1 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000
## 2 0.151584 0.2504249 0.2504249 0.2504249 0.08510738 0.07234903 0.2077479
## 3 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000
## 4 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000
## 5 0.000000 0.0000000 0.0000000 0.0000000 0.13238926 0.00000000 0.0000000
## 6 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000
##       largo latifúndio    medida     menor      mundo       nao    palmos
## 1 0.0000000  0.0000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
## 2 0.2218535  0.2051403 0.2218535 0.1702148 0.10786903 0.1647106 0.1252125
## 3 0.0000000  0.0000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
## 4 0.0000000  0.0000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
## 5 0.0000000  0.0000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000
## 6 0.0000000  0.0000000 0.0000000 0.0000000 0.09322015 0.0000000 0.0000000
##       parco     parte      porém     pouca      pouco   querias  sentirás
## 1 0.0000000 0.0000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
## 2 0.1252125 0.1446981 0.08510738 0.1252125 0.06059014 0.2504249 0.1252125
## 3 0.0000000 0.0000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
## 4 0.0000000 0.0000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
## 5 0.0000000 0.0000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
## 6 0.0000000 0.0000000 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000
##     tamanho     terra   tiraste       vida    canção   certeza    cidade
## 1 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000
## 2 0.1025701 0.2388519 0.2504249 0.04471998 0.0000000 0.0000000 0.0000000
## 3 0.0000000 0.0000000 0.0000000 0.00000000 0.1514753 0.2058883 0.1613194
## 4 0.0000000 0.0000000 0.0000000 0.00000000 0.1146300 0.0000000 0.0000000
## 5 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000
## 6 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000
##      coração       doce dolorosamente     dorme    espaço        faz     fazse
## 1 0.00000000 0.00000000     0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
## 2 0.00000000 0.00000000     0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
## 3 0.06028771 0.17705417     0.3130311 0.4602102 0.2301051 0.07948974 0.3130311
## 4 0.00000000 0.00000000     0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
## 5 0.00000000 0.00000000     0.0000000 0.0000000 0.0000000 0.04946028 0.0000000
## 6 0.00000000 0.09180586     0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
##      ilusão     irmão     larga     lavra       luz   melodia misterioso
## 1 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000  0.0000000
## 2 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000  0.0000000
## 3 0.1808726 0.1586766 0.2773168 0.3130311 0.1242668 0.2564253  0.3130311
## 4 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000  0.0000000
## 5 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000  0.0000000
## 6 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000  0.0000000
##      música      peito     resta    réstia silenciosa singelamente   soletra
## 1 0.0000000 0.00000000 0.0000000 0.0000000  0.0000000    0.0000000 0.0000000
## 2 0.0000000 0.00000000 0.0000000 0.0000000  0.0000000    0.0000000 0.0000000
## 3 0.2127685 0.14515828 0.2773168 0.3130311  0.3130311    0.3130311 0.3130311
## 4 0.0000000 0.05492476 0.0000000 0.0000000  0.0000000    0.0000000 0.0000000
## 5 0.0000000 0.00000000 0.0000000 0.0000000  0.0000000    0.0000000 0.0000000
## 6 0.0000000 0.00000000 0.0000000 0.0000000  0.0000000    0.0000000 0.0000000
##     soltase     verso     abres       abro acompanhada  acumulas     alguma
## 1 0.0000000 0.0000000 0.0000000 0.00000000   0.0000000 0.0000000 0.00000000
## 2 0.0000000 0.0000000 0.0000000 0.00000000   0.0000000 0.0000000 0.00000000
## 3 0.3130311 0.2301051 0.0000000 0.00000000   0.0000000 0.0000000 0.00000000
## 4 0.0000000 0.0000000 0.1184442 0.09141718   0.1184442 0.1184442 0.08351229
## 5 0.0000000 0.0000000 0.0000000 0.00000000   0.0000000 0.0000000 0.13733131
## 6 0.0000000 0.0000000 0.0000000 0.00000000   0.0000000 0.0000000 0.00000000
##         amo    amores      assim        bem caudalosa      certo      colo
## 1 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000
## 2 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000
## 3 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000
## 4 0.1301466 0.2206599 0.02716195 0.03028797 0.1184442 0.06209387 0.2612004
## 5 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000
## 6 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000 0.0000000
##      contigo     credo declaração       dera derrotado descoberto  despindo
## 1 0.00000000 0.0000000  0.0000000 0.00000000 0.0000000  0.0000000 0.0000000
## 2 0.00000000 0.0000000  0.0000000 0.00000000 0.0000000  0.0000000 0.0000000
## 3 0.00000000 0.0000000  0.0000000 0.00000000 0.0000000  0.0000000 0.0000000
## 4 0.07169513 0.1184442  0.1049307 0.08351229 0.1184442  0.1049307 0.1184442
## 5 0.00000000 0.0000000  0.0000000 0.00000000 0.0000000  0.0000000 0.0000000
## 6 0.00000000 0.0000000  0.0000000 0.00000000 0.0000000  0.0000000 0.0000000
##         digo ensinaste eternamente  faltares     forma   iolanda     justa
## 1 0.00000000 0.0000000   0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## 2 0.00000000 0.0000000   0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## 3 0.00000000 0.0000000   0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## 4 0.06843827 0.1184442   0.5010737 0.1184442 0.1433903 0.7106653 0.1049307
## 5 0.00000000 0.0000000   0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## 6 0.00000000 0.0000000   0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
##        morro        mão necessito       olho       pele    poucos   procurar
## 1 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
## 2 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
## 3 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
## 4 0.08351229 0.04858036 0.1049307 0.06699347 0.07790367 0.0970258 0.09141718
## 5 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
## 6 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.0000000 0.00000000
##        quero   rezando romântica      rosto        sei      sente  sentiria
## 1 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000
## 2 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000
## 3 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000
## 4 0.02510785 0.1184442 0.1184442 0.07790367 0.02789773 0.07355329 0.1184442
## 5 0.00000000 0.0000000 0.0000000 0.00000000 0.13762879 0.00000000 0.0000000
## 6 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000 0.0000000
##        sinto        sol    solidão        tão       vais        vem  ventania
## 1 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
## 2 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
## 3 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
## 4 0.05149561 0.04466811 0.05648526 0.03183082 0.09141718 0.02986869 0.1184442
## 5 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
## 6 0.00000000 0.06121185 0.00000000 0.08724002 0.00000000 0.04093116 0.0000000
##          vez      vezes   alecrim     algum   ausente cheirinho    colher
## 1 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## 2 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## 3 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## 4 0.04297174 0.04912958 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## 5 0.00000000 0.00000000 0.1947749 0.1281083 0.1725527 0.1947749 0.1503305
## 6 0.00000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
##    contente     cravo        cá    doente  enquanto      estar     festa
## 1 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
## 2 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
## 3 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
## 4 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
## 5 0.1503305 0.1947749 0.1281083 0.1503305 0.1021099 0.09873208 0.2302182
## 6 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
##        fico     flor    guarda         lá    léguas        mar        mim
## 1 0.0000000 0.000000 0.0000000 0.00000000 0.0000000 0.00000000 0.00000000
## 2 0.0000000 0.000000 0.0000000 0.00000000 0.0000000 0.00000000 0.00000000
## 3 0.0000000 0.000000 0.0000000 0.00000000 0.0000000 0.00000000 0.00000000
## 4 0.0000000 0.000000 0.0000000 0.00000000 0.0000000 0.00000000 0.00000000
## 5 0.1178987 0.105886 0.1373313 0.06045505 0.1947749 0.16344039 0.03727575
## 6 0.0000000 0.000000 0.0000000 0.00000000 0.0000000 0.06810016 0.00000000
##     navegar pessoalmente    preciso primavera        pá     quanto   separar
## 1 0.0000000    0.0000000 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000
## 2 0.0000000    0.0000000 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000
## 3 0.0000000    0.0000000 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000
## 4 0.0000000    0.0000000 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000
## 5 0.3191071    0.1595535 0.08267728 0.1595535 0.6013219 0.09032071 0.1503305
## 6 0.0000000    0.0000000 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000
##       tanto urgentemente balançado   balanço    beleza    caminho     causa
## 1 0.0000000    0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
## 2 0.0000000    0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
## 3 0.0000000    0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
## 4 0.0000000    0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
## 5 0.1440582    0.1947749 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
## 6 0.0000000    0.0000000 0.1623124 0.1437939 0.1964978 0.06971984 0.3023857
##        cheia     coisa      corpo   dourado     enche     existe      fica
## 1 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000
## 2 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000
## 3 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000
## 4 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000
## 5 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000 0.00000000 0.0000000
## 6 0.08823836 0.1224237 0.06182605 0.1623124 0.2505508 0.08661868 0.1428882
##       graça inteirinho   ipanema     linda     lindo    menina      moça
## 1 0.0000000  0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## 2 0.0000000  0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## 3 0.0000000  0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## 4 0.0000000  0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## 5 0.0000000  0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## 6 0.2552748  0.3246249 0.1329613 0.1645535 0.1764767 0.0850916 0.1623124
##         olha     passa     passar     poema  soubesse   sozinha   sozinho
## 1 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
## 2 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
## 3 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
## 4 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
## 5 0.00000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
## 6 0.07526726 0.3464747 0.07526726 0.1329613 0.2659226 0.1144428 0.0763151
##       triste       tudo agora brisa cais coisas contar deixa diz entender
## 1 0.00000000 0.00000000     0     0    0      0      0     0   0        0
## 2 0.00000000 0.00000000     0     0    0      0      0     0   0        0
## 3 0.00000000 0.00000000     0     0    0      0      0     0   0        0
## 4 0.00000000 0.00000000     0     0    0      0      0     0   0        0
## 5 0.00000000 0.00000000     0     0    0      0      0     0   0        0
## 6 0.08661868 0.03268281     0     0    0      0      0     0   0        0
##   envolver ergueu esquecemos estrelas eternidade feliz fundamental impossível
## 1        0      0          0        0          0     0           0          0
## 2        0      0          0        0          0     0           0          0
## 3        0      0          0        0          0     0           0          0
## 4        0      0          0        0          0     0           0          0
## 5        0      0          0        0          0     0           0          0
## 6        0      0          0        0          0     0           0          0
##   lindas mansinho noite olhos onda pode podem primeira resto segunda
## 1      0        0     0     0    0    0     0        0     0       0
## 2      0        0     0     0    0    0     0        0     0       0
## 3      0        0     0     0    0    0     0        0     0       0
## 4      0        0     0     0    0    0     0        0     0       0
## 5      0        0     0     0    0    0     0        0     0       0
## 6      0        0     0     0    0    0     0        0     0       0
##   surpreender ama apagar calma cantinho chama conheci corcovado descrente
## 1           0   0      0     0        0     0       0         0         0
## 2           0   0      0     0        0     0       0         0         0
## 3           0   0      0     0        0     0       0         0         0
## 4           0   0      0     0        0     0       0         0         0
## 5           0   0      0     0        0     0       0         0         0
## 6           0   0      0     0        0     0       0         0         0
##   encontrar fazer felicidade janela muita pensar perto redentor sempre sonhar
## 1         0     0          0      0     0      0     0        0      0      0
## 2         0     0          0      0     0      0     0        0      0      0
## 3         0     0          0      0     0      0     0        0      0      0
## 4         0     0          0      0     0      0     0        0      0      0
## 5         0     0          0      0     0      0     0        0      0      0
## 6         0     0          0      0     0      0     0        0      0      0
##   tempo velha violão vêse achar acho casar desse deus dueto dá encontro esperar
## 1     0     0      0    0     0    0     0     0    0     0  0        0       0
## 2     0     0      0    0     0    0     0     0    0     0  0        0       0
## 3     0     0      0    0     0    0     0     0    0     0  0        0       0
## 4     0     0      0    0     0    0     0     0    0     0  0        0       0
## 5     0     0      0    0     0    0     0     0    0     0  0        0       0
## 6     0     0      0    0     0    0     0     0    0     0  0        0       0
##   frio incendiar miúcha olhar precisa provocar resiste resolvem tom aco anzol
## 1    0         0      0     0       0        0       0        0   0   0     0
## 2    0         0      0     0       0        0       0        0   0   0     0
## 3    0         0      0     0       0        0       0        0   0   0     0
## 4    0         0      0     0       0        0       0        0   0   0     0
## 5    0         0      0     0       0        0       0        0   0   0     0
## 6    0         0      0     0       0        0       0        0   0   0     0
##   atiradeira ave azol aço belo brilhando caco caingá cama campo cana candeia
## 1          0   0    0   0    0         0    0      0    0     0    0       0
## 2          0   0    0   0    0         0    0      0    0     0    0       0
## 3          0   0    0   0    0         0    0      0    0     0    0       0
## 4          0   0    0   0    0         0    0      0    0     0    0       0
## 5          0   0    0   0    0         0    0      0    0     0    0       0
## 6          0   0    0   0    0         0    0      0    0     0    0       0
##   canseira carro casa chegando chovendo chuva cobra conto conversa corte
## 1        0     0    0        0        0     0     0     0        0     0
## 2        0     0    0        0        0     0     0     0        0     0
## 3        0     0    0        0        0     0     0     0        0     0
## 4        0     0    0        0        0     0     0     0        0     0
## 5        0     0    0        0        0     0     0     0        0     0
## 6        0     0    0        0        0     0     0     0        0     0
##   cumeeira desgosto edra enguiçado espinho estilhaço esto estrada estradeira
## 1        0        0    0         0       0         0    0       0          0
## 2        0        0    0         0       0         0    0       0          0
## 3        0        0    0         0       0         0    0       0          0
## 4        0        0    0         0       0         0    0       0          0
## 5        0        0    0         0       0         0    0       0          0
## 6        0        0    0         0       0         0    0       0          0
##   estrepe febre fechando fim fonte garrafa gesto horizonte ida idro inho josé
## 1       0     0        0   0     0       0     0         0   0    0    0    0
## 2       0     0        0   0     0       0     0         0   0    0    0    0
## 3       0     0        0   0     0       0     0         0   0    0    0    0
## 4       0     0        0   0     0       0     0         0   0    0    0    0
## 5       0     0        0   0     0       0     0         0   0    0    0    0
## 6       0     0        0   0     0       0     0         0   0    0    0    0
##   joão ladeira lama laço lenha madeira marcha março matita mato mistério morte
## 1    0       0    0    0     0       0      0     0      0    0        0     0
## 2    0       0    0    0     0       0      0     0      0    0        0     0
## 3    0       0    0    0     0       0      0     0      0    0        0     0
## 4    0       0    0    0     0       0      0     0      0    0        0     0
## 5    0       0    0    0     0       0      0     0      0    0        0     0
## 6    0       0    0    0     0       0      0     0      0    0        0     0
##   nó oco oite orte ouco passarinho passo pau pedaço pedra peixe pereira peroba
## 1  0   0    0    0    0          0     0   0      0     0     0       0      0
## 2  0   0    0    0    0          0     0   0      0     0     0       0      0
## 3  0   0    0    0    0          0     0   0      0     0     0       0      0
## 4  0   0    0    0    0          0     0   0      0     0     0       0      0
## 5  0   0    0    0    0          0     0   0      0     0     0       0      0
## 6  0   0    0    0    0          0     0   0      0     0     0       0      0
##   picada pingando pingo ponta ponte ponto poço prata prego profundo projeto
## 1      0        0     0     0     0     0    0     0     0        0       0
## 2      0        0     0     0     0     0    0     0     0        0       0
## 3      0        0     0     0     0     0    0     0     0        0       0
## 4      0        0     0     0     0     0    0     0     0        0       0
## 5      0        0     0     0     0     0    0     0     0        0       0
## 6      0        0     0     0     0     0    0     0     0        0       0
##   promessa pão pé queira regato ribanceira ribeira rã sapo terçã tijolo toco
## 1        0   0  0      0      0          0       0  0    0     0      0    0
## 2        0   0  0      0      0          0       0  0    0     0      0    0
## 3        0   0  0      0      0          0       0  0    0     0      0    0
## 4        0   0  0      0      0          0       0  0    0     0      0    0
## 5        0   0  0      0      0          0       0  0    0     0      0    0
## 6        0   0  0      0      0          0       0  0    0     0      0    0
##   tombo ventando vento verão vidro viga vão águas amoníaco anderson
## 1     0        0     0     0     0    0   0     0        0        0
## 2     0        0     0     0     0    0   0     0        0        0
## 3     0        0     0     0     0    0   0     0        0        0
## 4     0        0     0     0     0    0   0     0        0        0
## 5     0        0     0     0     0    0   0     0        0        0
## 6     0        0     0     0     0    0   0     0        0        0
##   aporrinhação ateiam banho bebe bebem boa botão branco cabelos castro cheiro
## 1            0      0     0    0     0   0     0      0       0      0      0
## 2            0      0     0    0     0   0     0      0       0      0      0
## 3            0      0     0    0     0   0     0      0       0      0      0
## 4            0      0     0    0     0   0     0      0       0      0      0
## 5            0      0     0    0     0   0     0      0       0      0      0
## 6            0      0     0    0     0   0     0      0       0      0      0
##   chupam cocô comeu começa consulta convulsos cãs cônjuge demo engole então
## 1      0    0     0      0        0         0   0       0    0      0     0
## 2      0    0     0      0        0         0   0       0    0      0     0
## 3      0    0     0      0        0         0   0       0    0      0     0
## 4      0    0     0      0        0         0   0       0    0      0     0
## 5      0    0     0      0        0         0   0       0    0      0     0
## 6      0    0     0      0        0         0   0       0    0      0     0
##   esposa filho filhos fogo gilete gosto insônia iodifica louca macieza melhor
## 1      0     0      0    0      0     0       0        0     0       0      0
## 2      0     0      0    0      0     0       0        0     0       0      0
## 3      0     0      0    0      0     0       0        0     0       0      0
## 4      0     0      0    0      0     0       0        0     0       0      0
## 5      0     0      0    0      0     0       0        0     0       0      0
## 6      0     0      0    0      0     0       0        0     0       0      0
##   morenaço morno noites pinky porrete prantos prematuras preto quarteirão
## 1        0     0      0     0       0       0          0     0          0
## 2        0     0      0     0       0       0          0     0          0
## 3        0     0      0     0       0       0          0     0          0
## 4        0     0      0     0       0       0          0     0          0
## 5        0     0      0     0       0       0          0     0          0
## 6        0     0      0     0       0       0          0     0          0
##   queremos resultado saber sabêlos salgada salvaio silêncio transpõe têlos voa
## 1        0         0     0       0       0       0        0        0     0   0
## 2        0         0     0       0       0       0        0        0     0   0
## 3        0         0     0       0       0       0        0        0     0   0
## 4        0         0     0       0       0       0        0        0     0   0
## 5        0         0     0       0       0       0        0        0     0   0
## 6        0         0     0       0       0       0        0        0     0   0
##   xampu aberta capitão cozinheira cuidado devagarinho fecho feita matéria
## 1     0      0       0          0       0           0     0     0       0
## 2     0      0       0          0       0           0     0     0       0
## 3     0      0       0          0       0           0     0     0       0
## 4     0      0       0          0       0           0     0     0       0
## 5     0      0       0          0       0           0     0     0       0
## 6     0      0       0          0       0           0     0     0       0
##   menininho morta nada namorado porta prazenteira quartel supetão viva vivo ali
## 1         0     0    0        0     0           0       0       0    0    0   0
## 2         0     0    0        0     0           0       0       0    0    0   0
## 3         0     0    0        0     0           0       0       0    0    0   0
## 4         0     0    0        0     0           0       0       0    0    0   0
## 5         0     0    0        0     0           0       0       0    0    0   0
## 6         0     0    0        0     0           0       0       0    0    0   0
##   bobos dormir engraçada entrar esmero nela ninguém numero parede penico pipi
## 1     0      0         0      0      0    0       0      0      0      0    0
## 2     0      0         0      0      0    0       0      0      0      0    0
## 3     0      0         0      0      0    0       0      0      0      0    0
## 4     0      0         0      0      0    0       0      0      0      0    0
## 5     0      0         0      0      0    0       0      0      0      0    0
## 6     0      0         0      0      0    0       0      0      0      0    0
##   podia porque rede rua teto zero abrilos absolutamente acariciada acaricie
## 1     0      0    0   0    0    0       0             0          0        0
## 2     0      0    0   0    0    0       0             0          0        0
## 3     0      0    0   0    0    0       0             0          0        0
## 4     0      0    0   0    0    0       0             0          0        0
## 5     0      0    0   0    0    0       0             0          0        0
## 6     0      0    0   0    0    0       0             0          0        0
##   aconselhável adquira alta alteie altos além ante apenas aroma atitude aurora
## 1            0       0    0      0     0    0    0      0     0       0      0
## 2            0       0    0      0     0    0    0      0     0       0      0
## 3            0       0    0      0     0    0    0      0     0       0      0
## 4            0       0    0      0     0    0    0      0     0       0      0
## 5            0       0    0      0     0    0    0      0     0       0      0
## 6            0       0    0      0     0    0    0      0     0       0      0
##   axila azul baixa barriguinha barroca beber bela braços cabeça cante canto
## 1     0    0     0           0       0     0    0      0      0     0     0
## 2     0    0     0           0       0     0    0      0      0     0     0
## 3     0    0     0           0       0     0    0      0      0     0     0
## 4     0    0     0           0       0     0    0      0      0     0     0
## 5     0    0     0           0       0     0    0      0      0     0     0
## 6     0    0     0           0       0     0    0      0      0     0     0
##   capacidade carícia caso caveira centígrados cerradas certa chinesa cinco
## 1          0       0    0       0           0        0     0       0     0
## 2          0       0    0       0           0        0     0       0     0
## 3          0       0    0       0           0        0     0       0     0
## 4          0       0    0       0           0        0     0       0     0
## 5          0       0    0       0           0        0     0       0     0
## 6          0       0    0       0           0        0     0       0     0
##   cintura circunstâncias cobertas coloquem coluna combustão concavidades
## 1       0              0        0        0      0         0            0
## 2       0              0        0        0      0         0            0
## 3       0              0        0        0      0         0            0
## 4       0              0        0        0      0         0            0
## 5       0              0        0        0      0         0            0
## 6       0              0        0        0      0         0            0
##   constitua conter contrário cor corola couture coxas criação cruzar cálice
## 1         0      0         0   0      0       0     0       0      0      0
## 2         0      0         0   0      0       0     0       0      0      0
## 3         0      0         0   0      0       0     0       0      0      0
## 4         0      0         0   0      0       0     0       0      0      0
## 5         0      0         0   0      0       0     0       0      0      0
## 6         0      0         0   0      0       0     0       0      0      0
##   dança dançarina deixaime deixe desabroche despontem destile deve devem
## 1     0         0        0     0          0         0       0    0     0
## 2     0         0        0     0          0         0       0    0     0
## 3     0         0        0     0          0         0       0    0     0
## 4     0         0        0     0          0         0       0    0     0
## 5     0         0        0     0          0         0       0    0     0
## 6     0         0        0     0          0         0       0    0     0
##   discretos dizervos dorsal dorso dê dúvida efêmero elegantemente elementos
## 1         0        0      0     0  0      0       0             0         0
## 2         0        0      0     0  0      0       0             0         0
## 3         0        0      0     0  0      0       0             0         0
## 4         0        0      0     0  0      0       0             0         0
## 5         0        0      0     0  0      0       0             0         0
## 6         0        0      0     0  0      0       0             0         0
##   embriagante emudecer encontrável enlaçar entanto estarem estará eterna
## 1           0        0           0       0       0       0      0      0
## 2           0        0           0       0       0       0      0      0
## 3           0        0           0       0       0       0      0      0
## 4           0        0           0       0       0       0      0      0
## 5           0        0           0       0       0       0      0      0
## 6           0        0           0       0       0       0      0      0
##   eventualmente exale exista expressão extrema extremidades face fala
## 1             0     0      0         0       0            0    0    0
## 2             0     0      0         0       0            0    0    0
## 3             0     0      0         0       0            0    0    0
## 4             0     0      0         0       0            0    0    0
## 5             0     0      0         0       0            0    0    0
## 6             0     0      0         0       0            0    0    0
##   farmacêuticos fechar feias fel fera flores fresca frescas garça grandes grau
## 1             0      0     0   0    0      0      0       0     0       0    0
## 2             0      0     0   0    0      0      0       0     0       0    0
## 3             0      0     0   0    0      0      0       0     0       0    0
## 4             0      0     0   0    0      0      0       0     0       0    0
## 5             0      0     0   0    0      0      0       0     0       0    0
## 6             0      0     0   0    0      0      0       0     0       0    0
##   graus gravíssimo grecoromana gótica góticos hastes haute hipótese homens
## 1     0          0           0      0       0      0     0        0      0
## 2     0          0           0      0       0      0     0        0      0
## 3     0          0           0      0       0      0     0        0      0
## 4     0          0           0      0       0      0     0        0      0
## 5     0          0           0      0       0      0     0        0      0
## 6     0          0           0      0       0      0     0        0      0
##   iluminar imperfeição importa importantíssimo impressão inaudível incalculável
## 1        0           0       0               0         0         0            0
## 2        0           0       0               0         0         0            0
## 3        0           0       0               0         0         0            0
## 4        0           0       0               0         0         0            0
## 5        0           0       0               0         0         0            0
## 6        0           0       0               0         0         0            0
##   indispensável inesperado inferior infinita inocente inumerável invisível
## 1             0          0        0        0        0          0         0
## 2             0          0        0        0        0          0         0
## 3             0          0        0        0        0          0         0
## 4             0          0        0        0        0          0         0
## 5             0          0        0        0        0          0         0
## 6             0          0        0        0        0          0         0
##   lembre lembrem lenta leve levemente lisas longos magras maldade meiotermo mel
## 1      0       0     0    0         0     0      0      0       0         0   0
## 2      0       0     0    0         0     0      0      0       0         0   0
## 3      0       0     0    0         0     0      0      0       0         0   0
## 4      0       0     0    0         0     0      0      0       0         0   0
## 5      0       0     0    0         0     0      0      0       0         0   0
## 6      0       0     0    0         0     0      0      0       0         0   0
##   membros menos mental mesma minuto mostra mulher muro mãos mínima mínimo nunca
## 1       0     0      0     0      0      0      0    0    0      0      0     0
## 2       0     0      0     0      0      0      0    0    0      0      0     0
## 3       0     0      0     0      0      0      0    0    0      0      0     0
## 4       0     0      0     0      0      0      0    0    0      0      0     0
## 5       0     0      0     0      0      0      0    0    0      0      0     0
## 6       0     0      0     0      0      0      0    0    0      0      0     0
##   nuns nuvem nádegas olhe ossos paixão parta penugem perca perder perdoem
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##   perfeita perfume pernas pertinaz pertinência pescoços podendo pontas pontes
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## 2        0       0      0        0           0        0       0      0      0
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## 5        0       0      0        0           0        0       0      0      0
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##   popular possam possua possível pousada preferência preferíveis presente
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## 3       0      0      0        0       0           0           0        0
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## 6       0      0      0        0       0           0           0        0
##   primeiro princípio problema produtos próprio pálpebras pássaro pélvicas pés
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## 5        0         0        0        0       0         0       0        0   0
## 6        0         0        0        0       0         0       0        0   0
##   pétala píncaros qualquer queimaduras reentrâncias reflita relva república rio
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## 6      0        0        0           0            0       0     0         0   0
##   rotação rótula saboneteiras seguida seios semovente sensível sentido
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## 6       0      0            0       0     0         0        0       0
##   sobremodo sobretudo socialize sorriso suavíssima subitamente surja súbito
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## 4         0         0         0       0          0           0     0      0
## 5         0         0         0       0          0           0     0      0
## 6         0         0         0       0          0           0     0      0
##   tarde temperatura templo tenhase terceiro terminem toque tramas transformese
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## 2     0           0      0       0        0        0     0      0            0
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##   ultrapassar umas uns velas venha vertebral volubilidade volume vá âmbar
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##   éluard úmida angústia atento contentamento derramar dizer dure encante
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## 5      0     0        0      0             0        0     0    0       0
## 6      0     0        0      0             0        0     0    0       0
##   encanto espalhar fidelidade imortal infinito louvor maior pensamento pesar
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## 2       0        0          0       0        0      0     0          0     0
## 3       0        0          0       0        0      0     0          0     0
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## 5       0        0          0       0        0      0     0          0     0
## 6       0        0          0       0        0      0     0          0     0
##   possa posto pranto procure riso sabe soneto vive vivêlo zelo abraçar
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## 6     0     0      0       0    0    0      0    0      0    0       0
##   aconteceu ainda apareceu aparências aprendi beijar braço cabelo comigo
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## 2         0     0        0          0       0      0     0      0      0
## 3         0     0        0          0       0      0     0      0      0
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## 5         0     0        0          0       0      0     0      0      0
## 6         0     0        0          0       0      0     0      0      0
##   consciência contando deu discos dor dói encantada enganam esquina estação
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## 6           0        0   0      0   0   0         0       0       0       0
##   falar fechado feito ferida fez ficar fizemos guardado ideia inventando
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## 5     0       0     0      0   0     0       0        0     0          0
## 6     0       0     0      0   0     0       0        0     0          0
##   invenção jovem jovens juventude lembrança lua lábio memória mesmos metal
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## 5        0     0      0         0         0   0     0       0      0     0
## 6        0     0      0         0         0   0     0       0      0     0
##   nesta novo pais passado perceber pergunta perigo pessoa pois quadro reunida
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##   sertão sinal termos vejo venceram vil vindo vivemos viver vivi voltar voz vê
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## 2      0     0      0    0        0   0     0       0     0    0      0   0  0
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##   ídolos castelo cheio divino emoção entontece ergui esplendor fascinação
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## 6      0       0     0      0      0         0     0         0          0
##   inebria lindos mil prende previ quimeras sedução sofreguidão sonhei sonhos
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## 5       0      0   0      0     0        0       0           0      0      0
## 6       0      0   0      0     0        0       0           0      0      0
##   tonto venturas és aluguel artista azar bamba bordel brasil brilho bêbado
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## 2     0        0  0       0       0    0     0      0      0      0      0
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## 5     0        0  0       0       0    0     0      0      0      0      0
## 6     0        0  0       0       0    0     0      0      0      0      0
##   carlitos caía chapéucoco chora choram chupavam clarices continuar corda dessa
## 1        0    0          0     0      0        0        0         0     0     0
## 2        0    0          0     0      0        0        0         0     0     0
## 3        0    0          0     0      0        0        0         0     0     0
## 4        0    0          0     0      0        0        0         0     0     0
## 5        0    0          0     0      0        0        0         0     0     0
## 6        0    0          0     0      0        0        0         0     0     0
##   dona equilibrista esperança estrela fazia foguete fria gentil henfil
## 1    0            0         0       0     0       0    0      0      0
## 2    0            0         0       0     0       0    0      0      0
## 3    0            0         0       0     0       0    0      0      0
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## 5    0            0         0       0     0       0    0      0      0
## 6    0            0         0       0     0       0    0      0      0
##   inutilmente irreverências lembrou linha louco luto machucar manchas marias
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## 2           0             0       0     0     0    0        0       0      0
## 3           0             0       0     0     0    0        0       0      0
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## 5           0             0       0     0     0    0        0       0      0
## 6           0             0       0     0     0    0        0       0      0
##   mataborrão mãe nuvens partiu pedia pungente pátria rabo show solo sombrinha
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## 6          0   0      0      0     0        0      0    0    0    0         0
##   sonha sufoco tanta torturadas trajando viaduto volta bonito chegou demais
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## 6     0      0     0          0        0       0     0      0      0      0
##   guardei havia morar paz pudesse senão matitapereira abraço apertar chega
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## 5       0     0     0   0       0     0             0      0       0     0
## 6       0     0     0   0       0     0             0      0       0     0
##   chorar despedida dias dois hora lados lugar mande notícias partida partir
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## 2      0         0    0    0    0     0     0     0        0       0      0
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## 5      0         0    0    0    0     0     0     0        0       0      0
## 6      0         0    0    0    0     0     0     0        0       0      0
##   planos plataforma poder quer repete sorrir todos trem veio viagem acorda
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## 5      0          0     0    0      0      0     0    0    0      0      0
## 6      0          0     0    0      0      0     0    0    0      0      0
##   acordado alguém andada banda bloco bossa brincar carnaval chamada crê deitado
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## 2        0      0      0     0     0     0       0        0       0   0       0
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## 6        0      0      0     0     0     0       0        0       0   0       0
##   deitar ditado elege escolha estandarte folha fé insiste levantar liga logo
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## 5      0      0     0       0          0     0  0       0        0    0    0
## 6      0      0     0       0          0     0  0       0        0    0    0
##   mora mudar nariz nascer pinta pintar põe rosa tarol trilha usada zé abençoar
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## 2    0     0     0      0     0      0   0    0     0      0     0  0        0
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## 5    0     0     0      0     0      0   0    0     0      0     0  0        0
## 6    0     0     0      0     0      0   0    0     0      0     0  0        0
##   agradecer conquistar corações corpos espirituais iemanjá imperar inaiá inaê
## 1         0          0        0      0           0       0       0     0    0
## 2         0          0        0      0           0       0       0     0    0
## 3         0          0        0      0           0       0       0     0    0
## 4         0          0        0      0           0       0       0     0    0
## 5         0          0        0      0           0       0       0     0    0
## 6         0          0        0      0           0       0       0     0    0
##   iná inê lendas libertemse limpe maldades males malquerências materiais meiga
## 1   0   0      0          0     0        0     0             0         0     0
## 2   0   0      0          0     0        0     0             0         0     0
## 3   0   0      0          0     0        0     0             0         0     0
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## 5   0   0      0          0     0        0     0             0         0     0
## 6   0   0      0          0     0        0     0             0         0     0
##   proteger querida reza salgadas tocados todas vossas vêm acostumar amarrada
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## 2        0       0    0        0       0     0      0   0         0        0
## 3        0       0    0        0       0     0      0   0         0        0
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## 5        0       0    0        0       0     0      0   0         0        0
## 6        0       0    0        0       0     0      0   0         0        0
##   atrás bota cai cartaz certezas desaprendeu dividir dobrar entregar escolher
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## 5     0    0   0      0        0           0       0      0        0        0
## 6     0    0   0      0        0           0       0      0        0        0
##   humor jeito malmequer mágoas oiá pior proteção pôde rapaz tipo valente veja
## 1     0     0         0      0   0    0        0    0     0    0       0    0
## 2     0     0         0      0   0    0        0    0     0    0       0    0
## 3     0     0         0      0   0    0        0    0     0    0       0    0
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## 5     0     0         0      0   0    0        0    0     0    0       0    0
## 6     0     0         0      0   0    0        0    0     0    0       0    0
##   vilão abusou adeus altar amar amassou amava anjo beijou blue blues buquê
## 1     0      0     0     0    0       0     0    0      0    0     0     0
## 2     0      0     0     0    0       0     0    0      0    0     0     0
## 3     0      0     0     0    0       0     0    0      0    0     0     0
## 4     0      0     0     0    0       0     0    0      0    0     0     0
## 5     0      0     0     0    0       0     0    0      0    0     0     0
## 6     0      0     0     0    0       0     0    0      0    0     0     0
##   chamou cheese chuparam cinema close comer comia dancing decote derradeiro
## 1      0      0        0      0     0     0     0       0      0          0
## 2      0      0        0      0     0     0     0       0      0          0
## 3      0      0        0      0     0     0     0       0      0          0
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## 5      0      0        0      0     0     0     0       0      0          0
## 6      0      0        0      0     0     0     0       0      0          0
##   desde desmilinguando dez disparei disse drinque espelunca faces febris
## 1     0              0   0        0     0       0         0     0      0
## 2     0              0   0        0     0       0         0     0      0
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## 5     0              0   0        0     0       0         0     0      0
## 6     0              0   0        0     0       0         0     0      0
##   ficando foco fotografia fotos gema homem mandava ofereceu perdendo please
## 1       0    0          0     0    0     0       0        0        0      0
## 2       0    0          0     0    0     0       0        0        0      0
## 3       0    0          0     0    0     0       0        0        0      0
## 4       0    0          0     0    0     0       0        0        0      0
## 5       0    0          0     0    0     0       0        0        0      0
## 6       0    0          0     0    0     0       0        0        0      0
##   poemas pose queimou relance romance rosas rubras scotch som sorri star turnê
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## 2      0    0       0       0       0     0      0      0   0     0    0     0
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## 5      0    0       0       0       0     0      0      0   0     0    0     0
## 6      0    0       0       0       0     0      0      0   0     0    0     0
##   visão voltou xale zoom aqui cadeiras canta entrega fumaça iaiá medo morena
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## 2     0      0    0    0    0        0     0       0      0    0    0      0
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## 5     0      0    0    0    0        0     0       0      0    0    0      0
## 6     0      0    0    0    0        0     0       0      0    0    0      0
##   pouquinho raça remelexo sambar sandália azuis barco barquinho beija desliza
## 1         0    0        0      0        0     0     0         0     0       0
## 2         0    0        0      0        0     0     0         0     0       0
## 3         0    0        0      0        0     0     0         0     0       0
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## 5         0    0        0      0        0     0     0         0     0       0
## 6         0    0        0      0        0     0     0         0     0       0
##   deslizando deslizar desmaia ilhas intenção macio saindo sul tardinha traz
## 1          0        0       0     0        0     0      0   0        0    0
## 2          0        0       0     0        0     0      0   0        0    0
## 3          0        0       0     0        0     0      0   0        0    0
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## 5          0        0       0     0        0     0      0   0        0    0
## 6          0        0       0     0        0     0      0   0        0    0
##   vontade abraços acabar apertado beijinhos calado carinhos colado darei deixar
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## 5       0       0      0        0         0      0        0      0     0      0
## 6       0       0      0        0         0      0        0      0     0      0
##   dentro dizlhe longe melancolia milhões nadar negócio peixinhos posso prece
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##   realidade regresse sai saudade sofrer vamos assimjustinho bonita natureza
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##   perfumando alegria beijos cantando cordas haver lábios perdidos procurou
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##   virás cansei deixo dormi falo feitinho olhou parei parou passou pensando peço
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##   quente salta sim agente andar atenção bicicleta bobby brincadeira chamar
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##   cometa compreender curta descer devagar freio guidon jeff largar legal monte
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##   nessa né parado passando pedala pedalando pedalar pegar raio roda rodar sair
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##   soltar sonho subir vamo virando alegrias começou diasas futuro nesses novos
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##   querer quiser verdade vier antigo aruanda baiana bateria breque briga brinca
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##   busca cachaça calada calça calçada cansada cinzas confetes cordão damião
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##   deserta disso enredo entrudo esquece fantasia farrapo favor faço feira folia
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##   folião ginga jorge junto madrugada maneira mesa momo multidão oropa pandeiro
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##   parada passeia passista pedras pulando quarta rei sambando seda serviço sigo
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##   sorte surdo teimosa vazias veludo visto zuarte acreditar desfaz dizem
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##   encontra gosta sonhou ajude alazão avencas aves baio batiza bordado brancas
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##   caminhando campos cantiga carona cavalo clara clarão cujo dançam desculpe
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##   dálias escondida espalhando estrelaguia garupa indo jardinsdocéu luar lírios
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##   malas nome pensei perdida prepara prontas quantas querendo raiada raios raiou
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##   senta serenar talvez tranqüila valsa verdes viajar visitar voltaremos adorar
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##   amargor amigos buscar castigos crenças desta destino distante dores enfim
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##   escurecer esparramar fará fenecer irei milagre morrerei punhado querido
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##   restar risos supremo terminar viverei baixinho bastante carinho convencer
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## 6      0     0       0        0       0        0        0       0         0
##   existiu lembrar negar ouça pediu questão amantslà avril blé bonheur brûlées
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##   cacherai ces chanter chien ciel coeur coeurs comment comprendras corps coups
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##   couvrir creuserai croyait danser des deux devenir domaine donnant déjà est
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##   faut ferai feu flamboie fois heures insensés jusquaprè laissemoi lamour
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##   lancien leurs lhistoire loi lombre lumière là main malentendus meilleur moi
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##   mort mots navoir noir ombre ont oublier où paraîtil parfois parler parlerai
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##   pas pays perdu perles peut pleurer pleut pluie plus pour pourquoi puis quand
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##   qui quitte quon quun racontrai regarder reine rejaillir rencontrer rire roi
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##   rouge savoir sembraser senfuit sera seras soir soublier sourire souvent
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##   sépousentils temps terre terres tinventerai toffrirai ton tout trop tuaient
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##   técouter venues vient vieux volcan vue aprenda caiu caí conseguiu entendeu
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##   explico importar pedi pena afoxés aiá arrastada branca cariá ilha ilá ilê iê
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##   madagascar marés mestre neste olodum pescador salvador soberana sobre animado
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##   ariá chegue final maracatu misto obá raió tú velho and are armor
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##   badabababababaaaaaa beat been black blessing body boundaries bubblin business
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##   but came check crazy crossing daily day daylight doing drop echoing every
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##   everyday eyed feel fressh funky get gonna got gotta heat heating heavy hip
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##   hop hot hotter into ive just keep keeping kind know lab lava like lil made
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##   magnafied magnification make mendes message mind mixed monkey motivation move
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##   movin moving never oaria oba occupation old operation out pair papi party
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##   peas penetrating peppers peter piano picked piper play put radio relation
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##   remixed rest rhythmically ride right rocked rotation ryhmes sambaaaa sauna
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##   sayin sergio several song starters stations stop tab team thats the things
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##   this tight til times took until waves way with wont yall yes you your above
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##   armação barriga calango coió cria curtir daquele dever filha fogão longo
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##   magalenha modinha outra pretinha rojão roça same senha senhora vivia women
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##   womensame xodó agarrar aproveita armando avó brahma calor camisola chinelo
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##   coreto criançada defumador despentear dúzia empregada estréia feijão folga
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##   gelar geral jantar leva mala meia muda notar pega pegando perfumar praia
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##   preparando preparar roupa sala telefone tocar vitrola voltando volto afora
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##   breve crava cuja desilusão embora escura esvai garras morrendo morreu palavra
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##   pura rasga refletir refulgir restou sangue surgiu tendo bandolim contava
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##   dizia doendo doi doía doída faltando faltanto fiquei fã guardo histórias
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##   juntava naquela sabia sentava adulto buscando findando lento menino namorada
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##   ofertava passos pedaços pequenino perco prosa quase roubava vulto ameaça
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## 6        0      0       0         0     0     0     0       0     0      0
##   atear bastar bombocado coco cogitar contumaz cravados demolir desavença
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## 5     0      0         0    0       0        0        0       0         0
## 6     0      0         0    0       0        0        0       0         0
##   descomposturando desconsiderando desgrudou desordeira destrates duas escuraça
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## 3                0               0         0          0         0    0        0
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## 5                0               0         0          0         0    0        0
## 6                0               0         0          0         0    0        0
##   esparadrapo fato gato implorar inferniza ingratidão língua mau ofendendo
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##   passageira pisa pisando portas povo punhais remédio repensar sabes sapato
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##   todinho traiçoeira venho vigor bebeu bebida bebo botequim cadeia cafajeste
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##   chave choro cuca desce detesta esvazia moleque pileque prateleira prova
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##   saideira santo saúde vira vivendo abençoado abençoá algo band belê boni
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##   camaradinhas carná chamá devo fevereiro feverê flamen flamengo fuca fusca
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##   leader mediana mentalidade mor moro naturê nêga patropi país razão respeitam
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##   sambaby simpatia tereza terê tropical vió botar brasa caboclo cinza demora
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##   disseram embalo escada esquenta ferro fila garfo gundim gundá incêndio michô
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##   papo porão quebrar sacudim sacundim sacundá sinteco sopa tamanco tira trás
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##   três vacila vamosimbora virar aflita agita amanhece cantigas cheirando
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## 3    0      0           0     0      0     0        0        0         0
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## 5    0      0           0     0      0     0        0        0         0
## 6    0      0           0     0      0     0        0        0         0
##   costumeira dançar deixando descendo domingo faceira gira inteiro jeitinho
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## 6          0      0        0        0       0       0    0       0        0
##   laranjeira marina prá saia segue sá versos viué apanha barraco barracão bis
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##   botou castigo catou cavaco chia chorando destruiu doulhe malandro nega orgia
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## 5     0       0     0      0    0        0        0      0        0    0     0
## 6     0       0     0      0    0        0        0      0        0    0     0
##   vacilou raiando simbora acendendo alcovas alto amantes andam avisos bandidos
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## 3       0       0       0         0       0    0       0     0      0        0
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## 5       0       0       0         0       0    0       0     0      0        0
## 6       0       0       0         0       0    0       0     0      0        0
##   becos bocas botecos bréu cabeças cantam censura combinando consagrar conserto
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## 5     0     0       0    0       0      0       0          0         0        0
## 6     0     0       0    0       0      0       0          0         0        0
##   decência delirantes desafiar desembestar desses destinos desvalidos
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## 3        0          0        0           0      0        0          0
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## 6        0          0        0           0      0        0          0
##   embriagados eterno evitar governo gritam hinos idéias infelizes inferno irão
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## 6           0      0      0       0      0     0      0         0       0    0
##   juram juízo meninos mercados meretrizes mutilados padre plano poetas profetas
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## 3     0     0       0        0          0         0     0     0      0        0
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## 5     0     0       0        0          0         0     0     0      0        0
## 6     0     0       0        0          0         0     0     0      0        0
##   repicar romaria sentidos sinos suspirando sussurrando tocas trovas vergonha
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## 2       0       0        0     0          0           0     0      0        0
## 3       0       0        0     0          0           0     0      0        0
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## 5       0       0        0     0          0           0     0      0        0
## 6       0       0        0     0          0           0     0      0        0
##   abandonado amigo bordão cavaquinho chamado chorinho criança depressa desata
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## 2          0     0      0          0       0        0       0        0      0
## 3          0     0      0          0       0        0       0        0      0
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## 5          0     0      0          0       0        0       0        0      0
## 6          0     0      0          0       0        0       0        0      0
##   devagarzinho diria flauta igualzinho lembro mata meialuz meiavoz meio mostrar
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## 6            0     0      0          0      0    0       0       0    0       0
##   mudou odeon ouvia parece percebo quanta recordar renovar sentia terçando
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## 3     0     0     0      0       0      0        0       0      0        0
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## 5     0     0     0      0       0      0        0       0      0        0
## 6     0     0     0      0       0      0        0       0      0        0
##   transformar viria voltei aflito atrapáia bate batáia beira caia cheguei corta
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## 2           0     0      0      0        0    0      0     0    0       0     0
## 3           0     0      0      0        0    0      0     0    0       0     0
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## 5           0     0      0      0        0    0      0     0    0       0     0
## 6           0     0      0      0        0    0      0     0    0       0     0
##   cuitelinho dei despedi dágua enfrentei entrei espaia faia fortes grosso
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## 2          0   0       0     0         0      0      0    0      0      0
## 3          0   0       0     0         0      0      0    0      0      0
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## 5          0   0       0     0         0      0      0    0      0      0
## 6          0   0       0     0         0      0      0    0      0      0
##   naváia paraguaia parentália porto revolução terras vim vista óio amanhecendo
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## 2      0         0          0     0         0      0   0     0   0           0
## 3      0         0          0     0         0      0   0     0   0           0
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## 5      0         0          0     0         0      0   0     0   0           0
## 6      0         0          0     0         0      0   0     0   0           0
##   bico capim claridade dizendo grama irmã pio rama salto sombra verde bananeira
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## 2    0     0         0       0     0    0   0    0     0      0     0         0
## 3    0     0         0       0     0    0   0    0     0      0     0         0
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## 5    0     0         0       0     0    0   0    0     0      0     0         0
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##   quintal emoripaô emoriô nagô oxalá paladar êemoriô bateu caminhar começo
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## 2       0        0      0    0     0       0       0     0        0      0
## 3       0        0      0    0     0       0       0     0        0      0
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## 5       0        0      0    0     0       0       0     0        0      0
## 6       0        0      0    0     0       0       0     0        0      0
##   comum sal senhor soprou abaixo amazonas armar canoa companheira correndo
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## 6     0   0      0      0      0        0     0     0           0        0
##   embalar espantar livre ondas palhoça seguir viola acontecer acreditam amados
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## 2       0        0     0     0       0      0     0         0         0      0
## 3       0        0     0     0       0      0     0         0         0      0
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## 5       0        0     0     0       0      0     0         0         0      0
## 6       0        0     0     0       0      0     0         0         0      0
##   antiga aprendendo armados armas canhão construções cordões dados ensinam
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## 2      0          0       0     0      0           0       0     0       0
## 3      0          0       0     0      0           0       0     0       0
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## 5      0          0       0     0      0           0       0     0       0
## 6      0          0       0     0      0           0       0     0       0
##   ensinando escolas espera fazem fome forte história iguais indecisos lição
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## 2         0       0      0     0    0     0        0      0         0     0
## 3         0       0      0     0    0     0        0      0         0     0
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## 6         0       0      0     0    0     0        0      0         0     0
##   marchando mente plantações quartéis ruas seguindo soldados vencendo calar
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## 2         0     0          0        0    0        0        0        0     0
## 3         0     0          0        0    0        0        0        0     0
## 4         0     0          0        0    0        0        0        0     0
## 5         0     0          0        0    0        0        0        0     0
## 6         0     0          0        0    0        0        0        0     0
##   melhorar perde salvar acordei agradar boi boiada boiadeiro cavaleiro
## 1        0     0      0       0       0   0      0         0         0
## 2        0     0      0       0       0   0      0         0         0
## 3        0     0      0       0       0   0      0         0         0
## 4        0     0      0       0       0   0      0         0         0
## 5        0     0      0       0       0   0      0         0         0
## 6        0     0      0       0       0   0      0         0         0
##   clareando concordar consertar desculpar diferente dono enganar engorda ferra
## 1         0         0         0         0         0    0       0       0     0
## 2         0         0         0         0         0    0       0       0     0
## 3         0         0         0         0         0    0       0       0     0
## 4         0         0         0         0         0    0       0       0     0
## 5         0         0         0         0         0    0       0       0     0
## 6         0         0         0         0         0    0       0       0     0
##   firme gado lugartenente marca montei motivo necessidade noutro patas prepare
## 1     0    0            0     0      0      0           0      0     0       0
## 2     0    0            0     0      0      0           0      0     0       0
## 3     0    0            0     0      0      0           0      0     0       0
## 4     0    0            0     0      0      0           0      0     0       0
## 5     0    0            0     0      0      0           0      0     0       0
## 6     0    0            0     0      0      0           0      0     0       0
##   prás pude quisesse reino rodando seguia segurei sonhando tange vaqueiro
## 1    0    0        0     0       0      0       0        0     0        0
## 2    0    0        0     0       0      0       0        0     0        0
## 3    0    0        0     0       0      0       0        0     0        0
## 4    0    0        0     0       0      0       0        0     0        0
## 5    0    0        0     0       0      0       0        0     0        0
## 6    0    0        0     0       0      0       0        0     0        0
##   visões ando calo camarada caminhada deixemno diga dêem longa ouço planta
## 1      0    0    0        0         0        0    0    0     0    0      0
## 2      0    0    0        0         0        0    0    0     0    0      0
## 3      0    0    0        0         0        0    0    0     0    0      0
## 4      0    0    0        0         0        0    0    0     0    0      0
## 5      0    0    0        0         0        0    0    0     0    0      0
## 6      0    0    0        0         0        0    0    0     0    0      0
##   plantada plantei planto poeira preguiçoso queimada ajudar anel basta bendirá
## 1        0       0      0      0          0        0      0    0     0       0
## 2        0       0      0      0          0        0      0    0     0       0
## 3        0       0      0      0          0        0      0    0     0       0
## 4        0       0      0      0          0        0      0    0     0       0
## 5        0       0      0      0          0        0      0    0     0       0
## 6        0       0      0      0          0        0      0    0     0       0
##   claros construi danada dará dava deixei esperando joema maria perdido roubei
## 1      0        0      0    0    0      0         0     0     0       0      0
## 2      0        0      0    0    0      0         0     0     0       0      0
## 3      0        0      0    0    0      0         0     0     0       0      0
## 4      0        0      0    0    0      0         0     0     0       0      0
## 5      0        0      0    0    0      0         0     0     0       0      0
## 6      0        0      0    0    0      0         0     0     0       0      0
##   tinhas waldomiro again all along always come could cynical demeanour didnt
## 1      0         0     0   0     0      0    0     0       0         0     0
## 2      0         0     0   0     0      0    0     0       0         0     0
## 3      0         0     0   0     0      0    0     0       0         0     0
## 4      0         0     0   0     0      0    0     0       0         0     0
## 5      0         0     0   0     0      0    0     0       0         0     0
## 6      0         0     0   0     0      0    0     0       0         0     0
##   difference easily end expect friend friendship guess happened history how
## 1          0      0   0      0      0          0     0        0       0   0
## 2          0      0   0      0      0          0     0        0       0   0
## 3          0      0   0      0      0          0     0        0       0   0
## 4          0      0   0      0      0          0     0        0       0   0
## 5          0      0   0      0      0          0     0        0       0   0
## 6          0      0   0      0      0          0     0        0       0   0
##   indifference its loneliest means misread noone not notice now observation one
## 1            0   0         0     0       0     0   0      0   0           0   0
## 2            0   0         0     0       0     0   0      0   0           0   0
## 3            0   0         0     0       0     0   0      0   0           0   0
## 4            0   0         0     0       0     0   0      0   0           0   0
## 5            0   0         0     0       0     0   0      0   0           0   0
## 6            0   0         0     0       0     0   0      0   0           0   0
##   ones people risk should smile somehow somewhere spoke take that there
## 1    0      0    0      0     0       0         0     0    0    0     0
## 2    0      0    0      0     0       0         0     0    0    0     0
## 3    0      0    0      0     0       0         0     0    0    0     0
## 4    0      0    0      0     0       0         0     0    0    0     0
## 5    0      0    0      0     0       0         0     0    0    0     0
## 6    0      0    0      0     0       0         0     0    0    0     0
##   throughout told truth understood utilize wanna want were what who
## 1          0    0     0          0       0     0    0    0    0   0
## 2          0    0     0          0       0     0    0    0    0   0
## 3          0    0     0          0       0     0    0    0    0   0
## 4          0    0     0          0       0     0    0    0    0   0
## 5          0    0     0          0       0     0    0    0    0   0
## 6          0    0     0          0       0     0    0    0    0   0
##   withstanding wrap acting because book chance crowd dance dont doubt even film
## 1            0    0      0       0    0      0     0     0    0     0    0    0
## 2            0    0      0       0    0      0     0     0    0     0    0    0
## 3            0    0      0       0    0      0     0     0    0     0    0    0
## 4            0    0      0       0    0      0     0     0    0     0    0    0
## 5            0    0      0       0    0      0     0     0    0     0    0    0
## 6            0    0      0       0    0      0     0     0    0     0    0    0
##   from getting guy havent hear hey hips ill increases interesting laugh let
## 1    0       0   0      0    0   0    0   0         0           0     0   0
## 2    0       0   0      0    0   0    0   0         0           0     0   0
## 3    0       0   0      0    0   0    0   0         0           0     0   0
## 4    0       0   0      0    0   0    0   0         0           0     0   0
## 5    0       0   0      0    0   0    0   0         0           0     0   0
## 6    0       0   0      0    0   0    0   0         0           0     0   0
##   loud misinterpretation musics noise only other rather read really reply room
## 1    0                 0      0     0    0     0      0    0      0     0    0
## 2    0                 0      0     0    0     0      0    0      0     0    0
## 3    0                 0      0     0    0     0      0    0      0     0    0
## 4    0                 0      0     0    0     0      0    0      0     0    0
## 5    0                 0      0     0    0     0      0    0      0     0    0
## 6    0                 0      0     0    0     0      0    0      0     0    0
##   said saw shake single sings space swing talk talking than theres too tune why
## 1    0   0     0      0     0     0     0    0       0    0      0   0    0   0
## 2    0   0     0      0     0     0     0    0       0    0      0   0    0   0
## 3    0   0     0      0     0     0     0    0       0    0      0   0    0   0
## 4    0   0     0      0     0     0     0    0       0    0      0   0    0   0
## 5    0   0     0      0     0     0     0    0       0    0      0   0    0   0
## 6    0   0     0      0     0     0     0    0       0    0      0   0    0   0
##   would year youll around baby before both can cant change cold control deaf
## 1     0    0     0      0    0      0    0   0    0      0    0       0    0
## 2     0    0     0      0    0      0    0   0    0      0    0       0    0
## 3     0    0     0      0    0      0    0   0    0      0    0       0    0
## 4     0    0     0      0    0      0    0   0    0      0    0       0    0
## 5     0    0     0      0    0      0    0   0    0      0    0       0    0
## 6     0    0     0      0    0      0    0   0    0      0    0       0    0
##   ear enough find fronting game going had hook hurt knew long lost love mrs
## 1   0      0    0        0    0     0   0    0    0    0    0    0    0   0
## 2   0      0    0        0    0     0   0    0    0    0    0    0    0   0
## 3   0      0    0        0    0     0   0    0    0    0    0    0    0   0
## 4   0      0    0        0    0     0   0    0    0    0    0    0    0   0
## 5   0      0    0        0    0     0   0    0    0    0    0    0    0   0
## 6   0      0    0        0    0     0   0    0    0    0    0    0    0   0
##   nobody nothing playing raincoat say see shouldve step tongue tough vulnerable
## 1      0       0       0        0   0   0        0    0      0     0          0
## 2      0       0       0        0   0   0        0    0      0     0          0
## 3      0       0       0        0   0   0        0    0      0     0          0
## 4      0       0       0        0   0   0        0    0      0     0          0
## 5      0       0       0        0   0   0        0    0      0     0          0
## 6      0       0       0        0   0   0        0    0      0     0          0
##   waited wanted was whats youd yourself between blood brought carry choose
## 1      0      0   0     0    0        0       0     0       0     0      0
## 2      0      0   0     0    0        0       0     0       0     0      0
## 3      0      0   0     0    0        0       0     0       0     0      0
## 4      0      0   0     0    0        0       0     0       0     0      0
## 5      0      0   0     0    0        0       0     0       0     0      0
## 6      0      0   0     0    0        0       0     0       0     0      0
##   circle crime darkness days depends die drops falls feeling fell gives happen
## 1      0     0        0    0       0   0     0     0       0    0     0      0
## 2      0     0        0    0       0   0     0     0       0    0     0      0
## 3      0     0        0    0       0   0     0     0       0    0     0      0
## 4      0     0        0    0       0   0     0     0       0    0     0      0
## 5      0     0        0    0       0   0     0     0       0    0     0      0
## 6      0     0        0    0       0   0     0     0       0    0     0      0
##   has have heals heart here hide hours infinite inside kill killers lies life
## 1   0    0     0     0    0    0     0        0      0    0       0    0    0
## 2   0    0     0     0    0    0     0        0      0    0       0    0    0
## 3   0    0     0     0    0    0     0        0      0    0       0    0    0
## 4   0    0     0     0    0    0     0        0      0    0       0    0    0
## 5   0    0     0     0    0    0     0        0      0    0       0    0    0
## 6   0    0     0     0    0    0     0        0      0    0       0    0    0
##   live maybe mine miracle more myself part pasture rain reassuring sentenced
## 1    0     0    0       0    0      0    0       0    0          0         0
## 2    0     0    0       0    0      0    0       0    0          0         0
## 3    0     0    0       0    0      0    0       0    0          0         0
## 4    0     0    0       0    0      0    0       0    0          0         0
## 5    0     0    0       0    0      0    0       0    0          0         0
## 6    0     0    0       0    0      0    0       0    0          0         0
##   she shes since sleep smell some spot sung sweetest tell till time tone trying
## 1   0    0     0     0     0    0    0    0        0    0    0    0    0      0
## 2   0    0     0     0     0    0    0    0        0    0    0    0    0      0
## 3   0    0     0     0     0    0    0    0        0    0    0    0    0      0
## 4   0    0     0     0     0    0    0    0        0    0    0    0    0      0
## 5   0    0     0     0     0    0    0    0        0    0    0    0    0      0
## 6   0    0     0     0     0    0    0    0        0    0    0    0    0      0
##   two upon wait when will window wound about adapt almost any anything ask away
## 1   0    0    0    0    0      0     0     0     0      0   0        0   0    0
## 2   0    0    0    0    0      0     0     0     0      0   0        0   0    0
## 3   0    0    0    0    0      0     0     0     0      0   0        0   0    0
## 4   0    0    0    0    0      0     0     0     0      0   0        0   0    0
## 5   0    0    0    0    0      0     0     0     0      0   0        0   0    0
## 6   0    0    0    0    0      0     0     0     0      0   0        0   0    0
##   back blind brave carried climbing couldve couldvе easy eat eyes flapping give
## 1    0     0     0       0        0       0       0    0   0    0        0    0
## 2    0     0     0       0        0       0       0    0   0    0        0    0
## 3    0     0     0       0        0       0       0    0   0    0        0    0
## 4    0     0     0       0        0       0       0    0   0    0        0    0
## 5    0     0     0       0        0       0       0    0   0    0        0    0
## 6    0     0     0       0        0       0       0    0   0    0        0    0
##   goal good hands high his imagine last learn learns left lets lifting lips
## 1    0    0     0    0   0       0    0     0      0    0    0       0    0
## 2    0    0     0    0   0       0    0     0      0    0    0       0    0
## 3    0    0     0    0   0       0    0     0      0    0    0       0    0
## 4    0    0     0    0   0       0    0     0      0    0    0       0    0
## 5    0    0     0    0   0       0    0     0      0    0    0       0    0
## 6    0    0     0    0   0       0    0     0      0    0    0       0    0
##   load looks money needed overtalk problems question road rocky seeing seen
## 1    0     0     0      0        0        0        0    0     0      0    0
## 2    0     0     0      0        0        0        0    0     0      0    0
## 3    0     0     0      0        0        0        0    0     0      0    0
## 4    0     0     0      0        0        0        0    0     0      0    0
## 5    0     0     0      0        0        0        0    0     0      0    0
## 6    0     0     0      0        0        0        0    0     0      0    0
##   shoes shoulders somebody speak start strong sunlight they those thought
## 1     0         0        0     0     0      0        0    0     0       0
## 2     0         0        0     0     0      0        0    0     0       0
## 3     0         0        0     0     0      0        0    0     0       0
## 4     0         0        0     0     0      0        0    0     0       0
## 5     0         0        0     0     0      0        0    0     0       0
## 6     0         0        0     0     0      0        0    0     0       0
##   through top trail travelling trough unsaid waiting wall watching weight
## 1       0   0     0          0      0      0       0    0        0      0
## 2       0   0     0          0      0      0       0    0        0      0
## 3       0   0     0          0      0      0       0    0        0      0
## 4       0   0     0          0      0      0       0    0        0      0
## 5       0   0     0          0      0      0       0    0        0      0
## 6       0   0     0          0      0      0       0    0        0      0
##   winter wish without world alcione antigas apaixonada arrepiar começar
## 1      0    0       0     0       0       0          0        0       0
## 2      0    0       0     0       0       0          0        0       0
## 3      0    0       0     0       0       0          0        0       0
## 4      0    0       0     0       0       0          0        0       0
## 5      0    0       0     0       0       0          0        0       0
## 6      0    0       0     0       0       0          0        0       0
##   conversar desfalo dou emocionar falei humilhando matando ouvir pagode perda
## 1         0       0   0         0     0          0       0     0      0     0
## 2         0       0   0         0     0          0       0     0      0     0
## 3         0       0   0         0     0          0       0     0      0     0
## 4         0       0   0         0     0          0       0     0      0     0
## 5         0       0   0         0     0          0       0     0      0     0
## 6         0       0   0         0     0          0       0     0      0     0
##   pericão sentimento sentir soltando solução thiaguinho topar têm vitinho
## 1       0          0      0        0       0          0     0   0       0
## 2       0          0      0        0       0          0     0   0       0
## 3       0          0      0        0       0          0     0   0       0
## 4       0          0      0        0       0          0     0   0       0
## 5       0          0      0        0       0          0     0   0       0
## 6       0          0      0        0       0          0     0   0       0
##   acabando acredite após cerveja conclusão contarem daquela dna edredom efeito
## 1        0        0    0       0         0        0       0   0       0      0
## 2        0        0    0       0         0        0       0   0       0      0
## 3        0        0    0       0         0        0       0   0       0      0
## 4        0        0    0       0         0        0       0   0       0      0
## 5        0        0    0       0         0        0       0   0       0      0
## 6        0        0    0       0         0        0       0   0       0      0
##   escreve esquentar fiz lar ligando mentira merdas perguntarem revirada saiu
## 1       0         0   0   0       0       0      0           0        0    0
## 2       0         0   0   0       0       0      0           0        0    0
## 3       0         0   0   0       0       0      0           0        0    0
## 4       0         0   0   0       0       0      0           0        0    0
## 5       0         0   0   0       0       0      0           0        0    0
## 6       0         0   0   0       0       0      0           0        0    0
##   sorrindo usar waze apoiando arrasta bailar cadeira cansar completamente costa
## 1        0    0    0        0       0      0       0      0             0     0
## 2        0    0    0        0       0      0       0      0             0     0
## 3        0    0    0        0       0      0       0      0             0     0
## 4        0    0    0        0       0      0       0      0             0     0
## 5        0    0    0        0       0      0       0      0             0     0
## 6        0    0    0        0       0      0       0      0             0     0
##   cê dando deixou dilema feitiço foge gozar horas jogou lud lugares marcada
## 1  0     0      0      0       0    0     0     0     0   0       0       0
## 2  0     0      0      0       0    0     0     0     0   0       0       0
## 3  0     0      0      0       0    0     0     0     0   0       0       0
## 4  0     0      0      0       0    0     0     0     0   0       0       0
## 5  0     0      0      0       0    0     0     0     0   0       0       0
## 6  0     0      0      0       0    0     0     0     0   0       0       0
##   molhada obcecada outras prazer pussy puxo sintomas sintonia travesseiro
## 1       0        0      0      0     0    0        0        0           0
## 2       0        0      0      0     0    0        0        0           0
## 3       0        0      0      0     0    0        0        0           0
## 4       0        0      0      0     0    0        0        0           0
## 5       0        0      0      0     0    0        0        0           0
## 6       0        0      0      0     0    0        0        0           0
##   viciou vidas woah yeah yeahyeahyeah cena chopp escola escutei filme garotin
## 1      0     0    0    0            0    0     0      0       0     0       0
## 2      0     0    0    0            0    0     0      0       0     0       0
## 3      0     0    0    0            0    0     0      0       0     0       0
## 4      0     0    0    0            0    0     0      0       0     0       0
## 5      0     0    0    0            0    0     0      0       0     0       0
## 6      0     0    0    0            0    0     0      0       0     0       0
##   gostosa janeiro ligeiro malandra maliciosa maravilhosa marilia mendonça palco
## 1       0       0       0        0         0           0       0        0     0
## 2       0       0       0        0         0           0       0        0     0
## 3       0       0       0        0         0           0       0        0     0
## 4       0       0       0        0         0           0       0        0     0
## 5       0       0       0        0         0           0       0        0     0
## 6       0       0       0        0         0           0       0        0     0
##   parecendo passin praiana radin recife rolê selvagem senti simplicidade subo
## 1         0      0       0     0      0    0        0     0            0    0
## 2         0      0       0     0      0    0        0     0            0    0
## 3         0      0       0     0      0    0        0     0            0    0
## 4         0      0       0     0      0    0        0     0            0    0
## 5         0      0       0     0      0    0        0     0            0    0
## 6         0      0       0     0      0    0        0     0            0    0
##   sumir tantã virou aceito avisei aí beijo cadê capaz compromisso confesso
## 1     0     0     0      0      0  0     0    0     0           0        0
## 2     0     0     0      0      0  0     0    0     0           0        0
## 3     0     0     0      0      0  0     0    0     0           0        0
## 4     0     0     0      0      0  0     0    0     0           0        0
## 5     0     0     0      0      0  0     0    0     0           0        0
## 6     0     0     0      0      0  0     0    0     0           0        0
##   decidir desejo desperta erro esquecer ficou fugir indiferença jurou milhas
## 1       0      0        0    0        0     0     0           0     0      0
## 2       0      0        0    0        0     0     0           0     0      0
## 3       0      0        0    0        0     0     0           0     0      0
## 4       0      0        0    0        0     0     0           0     0      0
## 5       0      0        0    0        0     0     0           0     0      0
## 6       0      0        0    0        0     0     0           0     0      0
##   perdeu prometo respeito segundo valor agua ahah alabe alzheimer amarre
## 1      0       0        0       0     0    0    0     0         0      0
## 2      0       0        0       0     0    0    0     0         0      0
## 3      0       0        0       0     0    0    0     0         0      0
## 4      0       0        0       0     0    0    0     0         0      0
## 5      0       0        0       0     0    0    0     0         0      0
## 6      0       0        0       0     0    0    0     0         0      0
##   amarres amiga anitta aparentemente arriba bad baja bellaco bellaqueo bien
## 1       0     0      0             0      0   0    0       0         0    0
## 2       0     0      0             0      0   0    0       0         0    0
## 3       0     0      0             0      0   0    0       0         0    0
## 4       0     0      0             0      0   0    0       0         0    0
## 5       0     0      0             0      0   0    0       0         0    0
## 6       0     0      0             0      0   0    0       0         0    0
##   bitch biеn brego brray bueno bulto cabrón cachorro cambiando cardi caro cash
## 1     0    0     0     0     0     0      0        0         0     0    0    0
## 2     0    0     0     0     0     0      0        0         0     0    0    0
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##   casú chencho chingar chingo chupa chupo clave clavo comemos con cora cuando
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##   culo culto damo debajo deja delito demente designer desnuda discuta disfruta
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##   double dueño déjame día dúo eheh ejecuta ere escupa escupirte ese espejo
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##   excelente eyeliner falla fuego gusta hacemo hacerlo hagamo hagas hago hardy
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##   hasta hay indictment jaja jajajaja lambing las late likeo loca loquita los
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##   lupa maldy mama mami mando mare media meneo mira miremo morning mueva multo
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##   muy muévelo más mí mírame nuevo ocupa olvídate otro oye pal pana panty
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##   paquete partirte perdona pero perra perro pida pide piranha policía ponga
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##   poseidón puesta pum pupupupupupuputa puta puto putão quiere quiero quite qué
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##   rebelde retirada rico riegue rin saben sagrado sale salgo sazón serio sheesh
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##   siempre sin soy suena suficiente sé tamaño tasting tengo tiene tin toa toca
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##   tos toy tridente triple túmbame una venirme venirte voy vеngo yah yeahyeah
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##   yoyoyoyo él acompanhar bang cima demorar dominar encosta escandalizar pirando
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##   pressão provocando tiro vacilar admito babar deseja ganhar instigar má
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##   naufragar pede rebolo render rolar satisfaço sereia vingar agradeço bebê
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##   cuidar demonstrar guerreira musa nasce obrigada parabéns troca afogou
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##   apaixonar chá dedinho doidinho juramento macetada macetei maluco papai
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##   pedindo procurando prometeu replay resista sentada toma vuco afastei arana
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##   brabo brinquedo foda gora lágrimas sentarao sentarão tragos tropa virão
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##   adorou afeição alucina apaixonei dialogar ejaculei feição impressionei joelho
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##   normal suga acende aguenta aula demorou dó ensina formada marra pagou
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##   prendada professor provou relaxa sedenta sedento tentou apaixonou calafrios
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##   conhecer contemplo divina droga elucida enquadro estações falta favela
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##   favelado impressionado insinuando levar mina minutos naturalmente peça
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##   projeção química sati sucesso transcende vibrações zona aai apagada baila
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##   baile blusa bunda cabine calcinha dom escassez especial faixa fazendo foder
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##   glamorosa gostoso incendeia incendeio incessante interessante joga lancei
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##   matar matt monta movimento passei pula pulo saio sede suada achoo amarro apé
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##   balada beiramar camaro cartão chandon compra copacabanario desenhada dinheiro
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##   dolce elegância esbanja forga gabbana garanto gasta gastaela gastar gastarela
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##   gladiador glamour grana grife guarujá guarujáhotel hotel importada kit limite
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##   louis mete principalmente rebolando ronco solteira unha usa vermelho vuitton
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##   vuittonx abalou acelerou acontece adiante amante amigas aparece arruma audi
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##   avermelha bandida bandidas bonde boy brilha camarote captiva cem chamei
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##   cheiroso cifrão clima colorido convite country cresce daleste dançando descem
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##   destaca empolgando enlazando entrou envolvente estrutura exalando ferver fiel
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##   fluxo funk galera hornet ilude importado inveja invejoso lamartine levou
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##   liberado loucura luzes mano marola metendo mó naipe neném nota novinha oakley
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##   olham pagando pancadão piloto plaquê polo povinho pras radiante redbull
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##   refletindo reservada sensação susu tocando tony uísque vip zóim área aim
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##   apologia apresento armamento arsenal assaltos ataque automatica automática
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##   bancários bandido capital colt comecei criminosa daca denunciar embraçado
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##   especialista faculdade flatclonos formado fruto fundador furado fuzil galac
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##   glock guerras guerrilha ham interessa macs magno meiota meta miniuse missão
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##   nois olandes parafal paulo pesado pistola policia profissão pros rastrear
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##   rebeliões roubar semi soma sovietico sub tentar torrents use verme vicio
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##   vício acaba aguentei aleijado alucinação amenizar amy anestesiado aonde areia
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## 6     0     0        0        0          0        0   0           0     0     0
##   arvore aumenta bebi beijando bieber bob bode bolado bolar bull camargo
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##   cannabis carlos cego chaves chavoso chiclete chê conhece conjuntivite convoca
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##   decima desculpa disfarça ensino erva esquadrilha estranha faustão ferrari
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## 5      0        0        0      0    0           0        0       0       0
## 6      0        0        0      0    0           0        0       0       0
##   fezinho fizeram fruti fuma fumando gaga gostar goteiras gritando guevara haha
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##   hahaha hebe igual japoneizinho juliet justin klebinho klismhan lady lambendo
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##   lampada lasanha legalizando maconha maloqueiro mancada mandando marley
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## 2       0       0           0       0          0       0        0      0
## 3       0       0           0       0          0       0        0      0
## 4       0       0           0       0          0       0        0      0
## 5       0       0           0       0          0       0        0      0
## 6       0       0           0       0          0       0        0      0
##   marolando moda muleta mundodofunkcom neblina negão nextel nona oitava
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## 2         0    0      0              0       0     0      0    0      0
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## 5         0    0      0              0       0     0      0    0      0
## 6         0    0      0              0       0     0      0    0      0
##   parceiro pego pelada perna pica pobre porra puxada quinta rastro red rendeu
## 1        0    0      0     0    0     0     0      0      0      0   0      0
## 2        0    0      0     0    0     0     0      0      0      0   0      0
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## 5        0    0      0     0    0     0     0      0      0      0   0      0
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##   responde resussita roberto selinho semana sentado sete sexta subiu sussu
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## 3        0         0       0       0      0       0    0     0     0     0
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## 5        0         0       0       0      0       0    0     0     0     0
## 6        0         0       0       0      0       0    0     0     0     0
##   sutiã sã sétima tabela tava tragada tranquilinho trinta tutti vela vendeu
## 1     0  0      0      0    0       0            0      0     0    0      0
## 2     0  0      0      0    0       0            0      0     0    0      0
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## 6     0  0      0      0    0       0            0      0     0    0      0
##   venenosa verdadeiro verdinho vermelhinho vermelhinhos vermelhos winehouse
## 1        0          0        0           0            0         0         0
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## 3        0          0        0           0            0         0         0
## 4        0          0        0           0            0         0         0
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## 6        0          0        0           0            0         0         0
##   xuxa yoshi zigzag árvore ajudou alguns aliança canso continue correspondido
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## 5    0     0      0      0      0      0       0     0        0             0
## 6    0     0      0      0      0      0       0     0        0             0
##   desistir difíceis dobro enfrentarei ensinou estarei facil farei faria fraco
## 1        0        0     0           0       0       0     0     0     0     0
## 2        0        0     0           0       0       0     0     0     0     0
## 3        0        0     0           0       0       0     0     0     0     0
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## 5        0        0     0           0       0       0     0     0     0     0
## 6        0        0     0           0       0       0     0     0     0     0
##   guia jamais lutar mudaram muitos namoro obrigado orgulho ouro outros pedido
## 1    0      0     0       0      0      0        0       0    0      0      0
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## 6    0      0     0       0      0      0        0       0    0      0      0
##   pensamentos percebe problemas protetor provei quis recompensa recompensado
## 1           0       0         0        0      0    0          0            0
## 2           0       0         0        0      0    0          0            0
## 3           0       0         0        0      0    0          0            0
## 4           0       0         0        0      0    0          0            0
## 5           0       0         0        0      0    0          0            0
## 6           0       0         0        0      0    0          0            0
##   segredo separados superados superar vinda érica acredita crescer cutuvelo
## 1       0         0         0       0     0     0        0       0        0
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## 3       0         0         0       0     0     0        0       0        0
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## 5       0         0         0       0     0     0        0       0        0
## 6       0         0         0       0     0     0        0       0        0
##   empurro gata pulsa pulso rock roll sobe adultério ahe aqules bagulho cachorra
## 1       0    0     0     0    0    0    0         0   0      0       0        0
## 2       0    0     0     0    0    0    0         0   0      0       0        0
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## 5       0    0     0     0    0    0    0         0   0      0       0        0
## 6       0    0     0     0    0    0    0         0   0      0       0        0
##   delícia denis doidão durante edigar energético garota gozada léo profissional
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## 3       0     0      0       0      0          0      0      0   0            0
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## 5       0     0      0       0      0          0      0      0   0            0
## 6       0     0      0       0      0          0      0      0   0            0
##   programa ressaca rá sandrim sério tan tara tatara tesão tomou whisky zoa
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## 2        0       0  0       0     0   0    0      0     0     0      0   0
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## 5        0       0  0       0     0   0    0      0     0     0      0   0
## 6        0       0  0       0     0   0    0      0     0     0      0   0
##   arthurbueno buzios carai cereja chata chip cláudia complica filé goiaba
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## 6           0      0     0      0     0    0       0        0    0      0
##   homenagem instiga irrita jaca kaô ligada ligar maçã musica pentelho
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## 2         0       0      0    0   0      0     0    0      0        0
## 3         0       0      0    0   0      0     0    0      0        0
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## 5         0       0      0    0   0      0     0    0      0        0
## 6         0       0      0    0   0      0     0    0      0        0
##   perturbando pêra rita taparica torto vânia abrir alienado astral boas boçal
## 1           0    0    0        0     0     0     0        0      0    0     0
## 2           0    0    0        0     0     0     0        0      0    0     0
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## 6           0    0    0        0     0     0     0        0      0    0     0
##   cigarro confia depende diaadia direito discrimina doidera escrota evolução
## 1       0      0       0       0       0          0       0       0        0
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## 3       0      0       0       0       0          0       0       0        0
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## 5       0      0       0       0       0          0       0       0        0
## 6       0      0       0       0       0          0       0       0        0
##   exagero experimenta experimentei formar fumar fumo isqueiro legalizadas
## 1       0           0            0      0     0    0        0           0
## 2       0           0            0      0     0    0        0           0
## 3       0           0            0      0     0    0        0           0
## 4       0           0            0      0     0    0        0           0
## 5       0           0            0      0     0    0        0           0
## 6       0           0            0      0     0    0        0           0
##   levado maconheiro milianos morre método natural nisso otário otários pamonha
## 1      0          0        0     0      0       0     0      0       0       0
## 2      0          0        0     0      0       0     0      0       0       0
## 3      0          0        0     0      0       0     0      0       0       0
## 4      0          0        0     0      0       0     0      0       0       0
## 5      0          0        0     0      0       0     0      0       0       0
## 6      0          0        0     0      0       0     0      0       0       0
##   pense penso playboy preconceito preocupada real rebeldia revivar seje
## 1     0     0       0           0          0    0        0       0    0
## 2     0     0       0           0          0    0        0       0    0
## 3     0     0       0           0          0    0        0       0    0
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## 5     0     0       0           0          0    0        0       0    0
## 6     0     0       0           0          0    0        0       0    0
##   sobrenatural sociedade solucionar templos vao vivem voce ahhhh ahhhhh aline
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## 2            0         0          0       0   0     0    0     0      0     0
## 3            0         0          0       0   0     0    0     0      0     0
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## 5            0         0          0       0   0     0    0     0      0     0
## 6            0         0          0       0   0     0    0     0      0     0
##   amanda andréia arrego casamento hein iara instrumento jaqueline juliana
## 1      0       0      0         0    0    0           0         0       0
## 2      0       0      0         0    0    0           0         0       0
## 3      0       0      0         0    0    0           0         0       0
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## 5      0       0      0         0    0    0           0         0       0
## 6      0       0      0         0    0    0           0         0       0
##   julieta jussara ligado lucéia mana mariana marieta nha nhanha piroca podi
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## 2       0       0      0      0    0       0       0   0      0      0    0
## 3       0       0      0      0    0       0       0   0      0      0    0
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## 5       0       0      0      0    0       0       0   0      0      0    0
## 6       0       0      0      0    0       0       0   0      0      0    0
##   rebolar sentiu sossego tirar tremeu yasmin almoço atrapalhar barato bolsa
## 1       0      0       0     0      0      0      0          0      0     0
## 2       0      0       0     0      0      0      0          0      0     0
## 3       0      0       0     0      0      0      0          0      0     0
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## 5       0      0       0     0      0      0      0          0      0     0
## 6       0      0       0     0      0      0      0          0      0     0
##   burgues caminhos cobrando colhendo dagua devendo difícil energia escutar
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## 2       0        0        0        0     0       0       0       0       0
## 3       0        0        0        0     0       0       0       0       0
## 4       0        0        0        0     0       0       0       0       0
## 5       0        0        0        0     0       0       0       0       0
## 6       0        0        0        0     0       0       0       0       0
##   frequente glockcada guiar ice jogada lacoste mandar marcou novinho parapente
## 1         0         0     0   0      0       0      0      0       0         0
## 2         0         0     0   0      0       0      0      0       0         0
## 3         0         0     0   0      0       0      0      0       0         0
## 4         0         0     0   0      0       0      0      0       0         0
## 5         0         0     0   0      0       0      0      0       0         0
## 6         0         0     0   0      0       0      0      0       0         0
##   parto pigente plantar tar tenta tivo tome tou vençer viravira apê asfaltosim
## 1     0       0       0   0     0    0    0   0      0        0   0          0
## 2     0       0       0   0     0    0    0   0      0        0   0          0
## 3     0       0       0   0     0    0    0   0      0        0   0          0
## 4     0       0       0   0     0    0    0   0      0        0   0          0
## 5     0       0       0   0     0    0    0   0      0        0   0          0
## 6     0       0       0   0     0    0    0   0      0        0   0          0
##   brinde caixa catarina cavalinho classe conquista desperdício destroço
## 1      0     0        0         0      0         0           0        0
## 2      0     0        0         0      0         0           0        0
## 3      0     0        0         0      0         0           0        0
## 4      0     0        0         0      0         0           0        0
## 5      0     0        0         0      0         0           0        0
## 6      0     0        0         0      0         0           0        0
##   desvendar divórcio esbanjam exclusiva factício falam fechei feroz fita fértil
## 1         0        0        0         0        0     0      0     0    0      0
## 2         0        0        0         0        0     0      0     0    0      0
## 3         0        0        0         0        0     0      0     0    0      0
## 4         0        0        0         0        0     0      0     0    0      0
## 5         0        0        0         0        0     0      0     0    0      0
## 6         0        0        0         0        0     0      0     0    0      0
##   intensidade johnnie joia levando luta mencionado menó miragem naquele nasci
## 1           0       0    0       0    0          0    0       0       0     0
## 2           0       0    0       0    0          0    0       0       0     0
## 3           0       0    0       0    0          0    0       0       0     0
## 4           0       0    0       0    0          0    0       0       0     0
## 5           0       0    0       0    0          0    0       0       0     0
## 6           0       0    0       0    0          0    0       0       0     0
##   nelas nuclear paranóia paraíso parça perguntam persiste pique rotina santa
## 1     0       0        0       0     0         0        0     0      0     0
## 2     0       0        0       0     0         0        0     0      0     0
## 3     0       0        0       0     0         0        0     0      0     0
## 4     0       0        0       0     0         0        0     0      0     0
## 5     0       0        0       0     0         0        0     0      0     0
## 6     0       0        0       0     0         0        0     0      0     0
##   satisfeito seguinte simplesmente sonhador surpresa tando taça terror tóia
## 1          0        0            0        0        0     0    0      0    0
## 2          0        0            0        0        0     0    0      0    0
## 3          0        0            0        0        0     0    0      0    0
## 4          0        0            0        0        0     0    0      0    0
## 5          0        0            0        0        0     0    0      0    0
## 6          0        0            0        0        0     0    0      0    0
##   valendo vários walker aceitava ano anos burberry cinderela claro criminal
## 1       0      0      0        0   0    0        0         0     0        0
## 2       0      0      0        0   0    0        0         0     0        0
## 3       0      0      0        0   0    0        0         0     0        0
## 4       0      0      0        0   0    0        0         0     0        0
## 5       0      0      0        0   0    0        0         0     0        0
## 6       0      0      0        0   0    0        0         0     0        0
##   discovery discreta doutora drink enxergo gucci incrimino mistura moderna
## 1         0        0       0     0       0     0         0       0       0
## 2         0        0       0     0       0     0         0       0       0
## 3         0        0       0     0       0     0         0       0       0
## 4         0        0       0     0       0     0         0       0       0
## 5         0        0       0     0       0     0         0       0       0
## 6         0        0       0     0       0     0         0       0       0
##   ofereço ontem ouvido proposta própria recusar tentei velar viela vui acabada
## 1       0     0      0        0       0       0      0     0     0   0       0
## 2       0     0      0        0       0       0      0     0     0   0       0
## 3       0     0      0        0       0       0      0     0     0   0       0
## 4       0     0      0        0       0       0      0     0     0   0       0
## 5       0     0      0        0       0       0      0     0     0   0       0
## 6       0     0      0        0       0       0      0     0     0   0       0
##   acelerar acolher adiada agradecendo algumas alma aprende atrasalado bíblia
## 1        0       0      0           0       0    0       0          0      0
## 2        0       0      0           0       0    0       0          0      0
## 3        0       0      0           0       0    0       0          0      0
## 4        0       0      0           0       0    0       0          0      0
## 5        0       0      0           0       0    0       0          0      0
## 6        0       0      0           0       0    0       0          0      0
##   calamidade capa caíram chauffeur ciclo cobrado consequente contadas corre
## 1          0    0      0         0     0       0           0        0     0
## 2          0    0      0         0     0       0           0        0     0
## 3          0    0      0         0     0       0           0        0     0
## 4          0    0      0         0     0       0           0        0     0
## 5          0    0      0         0     0       0           0        0     0
## 6          0    0      0         0     0       0           0        0     0
##   correr crescendo curada demônios derrubamos erguida errada espelho exposta
## 1      0         0      0        0          0       0      0       0       0
## 2      0         0      0        0          0       0      0       0       0
## 3      0         0      0        0          0       0      0       0       0
## 4      0         0      0        0          0       0      0       0       0
## 5      0         0      0        0          0       0      0       0       0
## 6      0         0      0        0          0       0      0       0       0
##   faltou família fantasma ganhado gigantes igualdade infelizmente jaguar jogo
## 1      0       0        0       0        0         0            0      0    0
## 2      0       0        0       0        0         0            0      0    0
## 3      0       0        0       0        0         0            0      0    0
## 4      0       0        0       0        0         0            0      0    0
## 5      0       0        0       0        0         0            0      0    0
## 6      0       0        0       0        0         0            0      0    0
##   kevin lembrei lente letras mamães mantém modelo motoca notas olhei olhem
## 1     0       0     0      0      0      0      0      0     0     0     0
## 2     0       0     0      0      0      0      0      0     0     0     0
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##   opinião opção pai perdoa perera perigosa pescoço polarizada prefiro
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##   prejudicados quebra quebrada ralamo retrovisor risada sagrada saiam
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##   sobreviver sombrio tamo tornou trabalhador trama tráfico túnel vitória aah
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##   acordar apartamento bê cansado carta chorei complicado consegue esquecidas
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##   fugi gringa lida lotar magoei mandei milionário mostro namorando precisando
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##   provo prédio relacionamento sexo terapia transporta tímida vizinho air anal
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##   andamos animal arranca cabaço careca chatuba chegô esculacha funkero mesquita
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##   muleke mulhé máquina nike pegá redley transo viemos xereca mexa mexe namora
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##   palma pelado cheiram cheiravam chincheiros daná doido escravos ficam fumam
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##   pancar pó alô bolete chupar chupetinha cresceu mulherada parava pequena pára
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##   reclamar tomapára totoma ahh corpinho dominado dominadogeral dominadoquero
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##   dominando galeraque gatinha levantando lindoque porquê rebo rebola uala lance
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##   pente safada sequencia traição abecedário aquece buchechada gamei gostando
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## 5     0      0         0       0          0      0          0     0        0
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##   gostosoeai gritar hawaiano inventeieai acima acreditei agredir apresentar
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##   arma batalhador brasileiro cair comunidade costas criado demorô descruze
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## 5    0          0          0    0          0      0      0      0        0
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##   disciplina discriminado diálogo educado educação elemento espere espero
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##   estudar funkeiro mergulhei microfone munição ombridade reto revidar soco
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## 6       0        0         0         0       0         0    0       0    0
##   sustento talento tambem tapa abrindo aiiaiaiaiaiaiai bucetada bucetando
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##   caralho cuzinho eai gozei linguinha molhadinha orgasmo putaria seduz acabou
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## 6       0       0   0     0         0          0       0       0     0      0
##   acelerada acreditou apaixonado beco bin bolodão bololo bombom camisinha
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## 6         0         0          0    0   0       0      0      0         0
##   canela chocolate copo delirar derrete discou esculacho esqueça furada garoto
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##   hohoho horneteira laden lançando loka marido nóis pariu pentada pepeca peru
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##   pimenta preta quarto quica recalcado relação retorno sarrar sentar sinistro
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##   tacar temperada town usando vagabundo vielas vrau xota bolololololo daqui
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##   pretin achando aê bandit cabo catraca comentário copacabana desacreditava
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##   disk embalado embolado enrola famoso favorável foca fofoqueira girando girava
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##   golf hang loose mundão olhada paco postagem puma quadrilha quelas recalcados
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##   ronaldinho sapão solta suave sufoca tranquilo vizinha volante ajuda alkaeda
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##   aponta atentado atira avião bala batalha blazer bolso bomba brincando capota
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##   capotou chefe cia compara derruba desacreditando dinutudo engatilha escalado
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## 6       0     0   0       0       0              0        0         0        0
##   fbi gaza gemeas gorro guerra hahahaha inimigo jesus ladem levanta marcado
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##   morreeu morto paramos peneira predios prédios quinto reforço setembro soldado
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##   swat temida terno terrorista torres vaai ahahahaha antianti bobo bêbada
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##   cagada capotada caída celular conforto curtindo doei entendendo escuta
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##   fedendo feia frase férias gamente google gás hahahahahaha hahahahahahaha iihh
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##   mijada moral novidade ouviu peraí responsa rodeado romeu trabalhei trombar
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##   trombei várias zoada abusei afundando aviso ações confio cortado demônio
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##   depressão desperdiçado escorrendo fracasso fumado invejando julgar perdi
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## 4         0            0          0        0      0         0      0     0
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##   procuro quantos trancado álcool ahn amanhecer aproxima assalto atrasado
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##   baseado bonnie calando casal clyde colando culpa dama dog drinks entende
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##   estilo fichinha gastando hoe inimigos juntos lutamos motherfucking pista pneu
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##   saco sentem tomando tunado viajo wey lidar palavras responder achou banca bih
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##   carinhosa chamam convoquei desculpas desfiz dogmal dubai dunai eric focar
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## 6         0      0         0         0      0      0     0     0    0     0
##   fodeu gelado gelo hit hits ilence ligue marcelo merda night portando portanto
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##   preferido quê rockstar sabem topo trazer traído bebendo caixão condolência
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##   curar drogado esforço existência feridas grave jogado liguei mosquito nenhuma
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## 6     0       0       0          0       0     0      0      0        0       0
##   pessoas seco vinho yuh batendo braba caminhonete chapéu corpão dennis
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## 6       0    0     0   0       0     0           0      0      0      0
##   disputada encara encaro estalando fizesse paredão pegada ram talo tchum torar
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##   tum biquíni bola chefão facin marquinha pacotão papin rever tudão agresiva
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##   ahí ambos apaga apretao apágame así batidão bebé bikini caliente calle camisa
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##   comece comencemos comernos conectemos cuatro dejo después enchularme
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##   entendemos enviciados esa eso esperas gustan hace hacer haga hmm hookeó
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##   incendio invierno lenguaje levante mamacita mojada nacido nene ninguna noté
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##   poner prender prendió puso pónteme queda quejo queque relajate reversa
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##   sabemos señal tas tierno tiratira tocarnos trajo vaquera ven voameter zoar
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##   afters boque bumbum chamando chove direct entendi falsa fuck gracinha lembra
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##   marrom mensagenzinha mentirosa nude odeia story transar vacilava clicquot leu
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##   momentos seis sincero veuve vibe ãã absurdo amarula americano aniversariante
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##   balinha barrigudo barrigudos bigode bolada brinquedoé churrasco costume cueca
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##   delicia entra festinha frank freezer instante kilos lança linguiça lsd
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##   meninas minas moço patroa patrão picanha piscina respeita toscana únicos
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##   caramba equipe milionario patente último conspirando derrubar derrubo detesto
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##   expondo lata morde morder recalcada recalque ridícula submetendo vacinada
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##   baixo fudeer fuder fuuudeer lixo marcelly óh arcarda arriado avisar brincou
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##   chapa coça dentária esgotou exame facacorto familia paciencia passarpassa
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##   picoto porrada rasgo recado reconhecer adjudicar admirar alcançar alcançou
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##   andaraí aninhos arará arranhado atrapalhou avistei baixinha barata borel
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##   buchecha catiri chumbada claudinho cobriam coi conquistou coronel coroão
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## 6        0      0        0         0       0   0          0       0      0
##   cosmorana desditoso distraiu distância doze emoções engenho espuma estendi
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## 6         0         0        0         0    0       0       0      0       0
##   fazenda fenomenal furnai gambá gostei gramacho guadalupe guaporé hospedar
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##   ilustração ilícitas inhaúma irajá irem iriri itaguaí jacaré locais local
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##   madureira mangueira marechal metade mineira mutuapira méier nilópolis niterói
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##   permitem permitindo poderá pombal posse praça proibiam quitungo rocinha saci
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##   salgueiro sangueareia segurar somente taquara tens tumultuado urucânia versão
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## 6         0           0       0       0       0    0          0        0      0
##   vidigal vidrado vigário vila vinha vintém viravirou xerém ziguezaguiei ímã
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## 6       0       0       0    0     0      0         0     0            0   0
##   altofalantes asa beijinho chupeta circo existo fogueira frajola futebol
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## 6            0   0        0       0     0      0        0       0       0
##   goiabada palhaço piupiu queijo quepoor quepor relógio retomar alucinado
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## 6        0       0      0      0       0      0       0       0         0
##   céumeu desatando duro faaaaaaz finjo ignora laços ousadia percorrer terrameu
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## 6      0         0    0        0     0      0     0       0         0        0
##   afinal amandaalencar camiseta despertando enlouquecer fatal molhar planeta
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##   sensual xereta acabará arder eeie hipocrisia tchururu acompanhado alcance
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##   algazarra alivia amarra apertando arrepio atende atinge atitudes balança
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## 3         0      0      0         0       0      0      0        0       0
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## 6         0      0      0         0       0      0      0        0       0
##   balançar base calejado coloca colocava combina comida conquistados consigo
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## 3        0    0        0      0        0       0      0            0       0
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## 5        0    0        0      0        0       0      0            0       0
## 6        0    0        0      0        0       0      0            0       0
##   contas criar criticar cura curando decisões deita desentendimentos desfazer
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## 2      0     0        0    0       0        0     0                0        0
## 3      0     0        0    0       0        0     0                0        0
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## 5      0     0        0    0       0        0     0                0        0
## 6      0     0        0    0       0        0     0                0        0
##   distanciam ego empolgada escolhi escondido exposto faça feriu fight força
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## 2          0   0         0       0         0       0    0     0     0     0
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## 5          0   0         0       0         0       0    0     0     0     0
## 6          0   0         0       0         0       0    0     0     0     0
##   gestos goles incerteza independente independentemente ligação machucado
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## 3      0     0         0            0                 0       0         0
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##   milhão mostrando nenê opaco opina pancada paralisar pequenos piada pruma quão
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##   ritmada sacanagem sobressaía stress tranque ultimamente vale viram vulgo
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## 2       0         0          0      0       0           0    0     0     0
## 3       0         0          0      0       0           0    0     0     0
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## 5       0         0          0      0       0           0    0     0     0
## 6       0         0          0      0       0           0    0     0     0
##   abraça admiro aguentou aparecer assumir avisando banheiro barulho brigado
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## 3      0      0        0        0       0        0        0       0       0
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## 5      0      0        0        0       0        0        0       0       0
## 6      0      0        0        0       0        0        0       0       0
##   buscaria cantor caparroz carrega casão charles chico chover ciente construir
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## 2        0      0        0       0     0       0     0      0      0         0
## 3        0      0        0       0     0       0     0      0      0         0
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## 5        0      0        0       0     0       0     0      0      0         0
## 6        0      0        0       0     0       0     0      0      0         0
##   covardia declarando dente der desentende dfideliz dita durar enfrentar
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## 3        0          0     0   0          0        0    0     0         0
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##   entendia falava felipe ficava fideliz fontalis gladiadora hari haridade
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## 6        0      0      0      0       0        0          0    0        0
##   hariel harine karen lavou levava limpar limpou lеtra macho memo molhado
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## 6      0      0     0     0      0      0      0     0     0    0       0
##   murillo nessas norte ogum olhava ouvi oxóssi partisse pensão pequenininho
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## 2       0      0     0    0      0    0      0        0      0            0
## 3       0      0     0    0      0    0      0        0      0            0
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## 5       0      0     0    0      0    0      0        0      0            0
## 6       0      0     0    0      0    0      0        0      0            0
##   percebi precisei premonição proporcionar proteja raoni rosana saiba separação
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## 2       0        0          0            0       0     0      0     0         0
## 3       0        0          0            0       0     0      0     0         0
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## 5       0        0          0            0       0     0      0     0         0
## 6       0        0          0            0       0     0      0     0         0
##   solto sorridente tende terreno tia trampar turbante vaso vassoura virei
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## 2     0          0     0       0   0       0        0    0        0     0
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##   xavier еu abalar companheiro comprar derru diabo dignidade encostar falsidade
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##   firmeza gla jogar mercedes opinar parasita per permite perreco sócio tempão
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##   testa touca tra tratante vermelha versatilidade andei ação bailei banco bike
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##   busão canarinho caneta cantei comemorar comédia concentração condição
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##   condução conhecia constelação cortando davinci decepção desacredita descanse
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##   dirigindo djonga drama dеsbravei engolir estampado falcão foguetão foquei
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##   foto golzinho gritaram hexa jogador junior ligo louvre macaco manto motivos
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##   mudam nasceu orienta paquetá passagem pelé pix procura pronto proporção punto
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##   racista rap sabota seleção sofredor titular total uber vini zagallo ônibus
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##   afetado aromatizando aumentado bebidas comportando continuam crise davi
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##   gargalhando mafumafu meios século tantas tantos tempos abracei acelerado
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## 6           0        0     0      0      0      0      0       0         0
##   beijei entreguei errei faceiro fascinou flutuei gaguejando mexeu parecia
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## 2      0         0     0       0        0       0          0     0       0
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## 5      0         0     0       0        0       0          0     0       0
## 6      0         0     0       0        0       0          0     0       0
##   simples valer verdadeiros abri aguentar alguem apaixonados arrasado bateram
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## 6       0     0           0    0        0      0           0        0       0
##   conseguir cure daqueles desespero deslumbrante diamante diante disnumbrante
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## 6         0    0        0         0            0        0      0            0
##   esquecido goste guardando idade marcinho novamente ohh renasceu retrato
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## 2         0     0         0     0        0         0   0        0       0
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## 5         0     0         0     0        0         0   0        0       0
## 6         0     0         0     0        0         0   0        0       0
##   satisfação sofrendo solitário terminando trata almoçar anoitecia apertou
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## 6          0        0         0          0     0       0         0       0
##   arrumado atritos breu brilhavam carregava chegado comprou considerado
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## 3        0       0    0         0         0       0       0           0
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##   crianças criticavam detonar devia existem explicação gatilho gemidos irá
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##   lotado maneiro modismo pegava pegou preparava reuniu rolavam saudado silva
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## 5      0       0       0      0     0         0      0       0       0     0
## 6      0       0       0      0     0         0      0       0       0     0
##   suado sujeito tênis veias vizinhança beca bobeira bote catita chãox conhecem
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##   curte deslumbrantes doida empine encher envolve espalhou esperta excitante
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##   fale fascina funkeira glamourosa gostava junte lambusar loirinha massa
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##   moreninha mulheres poderosa popozão rainha remexe requebrando resistiu russa
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##   salão saradas tremidinha vibrar acredito bangu brilhar cantava correm cruz
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## 6     0       0          0      0        0     0       0       0      0    0
##   dedico escritos ficaram fãs harmonia juninho nomes oeste princesas pôr rolou
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##   ruins rum sentimentos sorria superei tocou união venci violência amado crer
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##   enviou glória pecados ressurgiu temor verei cansados cordeiro encherá estais
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##   hesitação livres olhai olhal quereis senda sombras suprir tentados vossa
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##   vosso vós abriu assustar bonança contra cristo deserto duvidar falhará fartou
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##   forçado maravilhas montanha nau navega ouve par pedes poderás podes remos
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##   revelar seguro sendo serás socorrer suster tempestades trevas tribulação
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##   verás aceitar atendendo controlar deixares fervente fruir hás imenso orares
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## 3     0       0         0         0        0        0     0   0      0      0
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##   oração perante presença virá celeste consagrado consolação dáme encheu fazme
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## 6      0       0        0    0       0          0          0    0      0     0
##   fizeste gozo gratidão grato humilhado liberdade poderia pregado santidade
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##   vencer ventura verteste abrasada advogada adão agonia alcançai alegrais
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## 5      0       0        0        0        0    0      0        0        0
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##   alentastes alturas altíssimo alumiais amparo amém ana andando animeis anjos
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## 2          0       0         0        0      0    0   0       0       0     0
## 3          0       0         0        0      0    0   0       0       0     0
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## 5          0       0         0        0      0    0   0       0       0     0
## 6          0       0         0        0      0    0   0       0       0     0
##   anunciai aparte arca bemaventurança bendita bendito benefícios bradamos
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## 4        0      0    0              0       0       0          0        0
## 5        0      0    0              0       0       0          0        0
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##   caridade castidade cegos clamores clemente clemência cobiça cobristes
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##   completas concebida conceição concerto converta coroada criadora criaturas
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## 3         0         0         0        0        0       0        0         0
## 4         0         0         0        0        0       0        0         0
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## 6         0         0         0        0        0       0        0         0
##   criou cristão curador céus dai damos debaixo dedicada defensora degredados
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## 3     0       0       0    0   0     0       0        0         0          0
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## 6     0       0       0    0   0     0       0        0         0          0
##   deleite derramado desamparais desprezais desterro devoção dignaivos dignos
## 1       0         0           0          0        0       0         0      0
## 2       0         0           0          0        0       0         0      0
## 3       0         0           0          0        0       0         0      0
## 4       0         0           0          0        0       0         0      0
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## 6       0         0           0          0        0       0         0      0
##   direita ditoso dizei doçura dragão duras egito eia encarnado errados errantes
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## 6       0      0     0      0      0     0     0   0         0       0        0
##   escolheu espinhas espinhos espírito esquadrão eva exemplo favo fecundo
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## 3        0        0        0        0         0   0       0    0       0
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## 5        0        0        0        0         0   0       0    0       0
## 6        0        0        0        0         0   0       0    0       0
##   fizestes florescente formosa formoso fortalecida fostes gedeão gemendo graças
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## 3        0           0       0       0           0      0      0       0      0
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## 5        0           0       0       0           0      0      0       0      0
## 6        0           0       0       0           0      0      0       0      0
##   grão guarnecida habitais hino horto humildes imaculada infinitas invicta ira
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##   jacó judite justiça liberais livraime livrou louvores louçã lírio merecimento
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##   mereça mereçamos misericordiosos misericórdia morada mortais mostrainos
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## 3      0         0               0            0      0       0          0
## 4      0         0               0            0      0       0          0
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## 6      0         0               0            0      0       0          0
##   mácula nascida navegantes nenhum noa nolo nomeou obras oferecemos
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## 5      0       0          0      0   0    0      0     0          0
## 6      0       0          0      0   0    0      0     0          0
##   oferecimento orações oriental original ornada ornou paciência pecador pecou
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## 3            0       0        0        0      0     0         0       0     0
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## 6            0       0        0        0      0     0         0       0     0
##   pia piedade piedosa pobres poderosos ponde preservada pressa prima promessas
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##   prostrada prêmio puras pureza purificada quebrantais raquel recebemos
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##   reconhece refúgio reina respira resplandece rogai sacerdotal sacrário salomão
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##   salve sansão santos santíssima sarça saudamos sempiterno serpente serviu
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##   servos singular sois suba suma sumas sumo suspiramos símbolo tabernáculo
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##   tendes terça tomarnos toquem trindade tristes trono vades vara velo venero
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##   ventre verbo virgem virgens viventes volvei vossos vésperas íris óleo acolhei
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##   adoramos bendizemos glorificamos imensa louvamos súplica tirais todopoderoso
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##   unigênito andado chorado dizes esperado estivesses fales levo permanecido
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##   permaneço reveles sofrido viesses vivido alfa cantarei domínio ômega
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##   expressarme inquieto pequei ref resolvi plena rios sepulcro vazio vitorioso
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##   cumpre oferecer oferta sacrifício aleluia respiro celebrai celebrar
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##   ressucitou cântico exército exércitopoderoso general marchamos perecerá
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##   poderoso resistirá seguimos vencemos gozarei marquei bemvindo calvário daime
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##   devemos igreja visitante acompanhando coral essência magoas passeava posta
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##   tirou vieram conheça jeová ondeonde ressusitou varão afundar batalhas creio
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##   esconderijo irás jireh prover queima temer tempestade abrigo acerta ache
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##   agrade alvo conforme eis encheme farol flecha quebranta quebrantame sondame
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##   transformame usame abençôo ajustado comunhão declaro expressando inspirado
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##   ligados preciosa precioso rafael recebi regenerado talman totalmente
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##   transformado unidos abraçame clamará errar exalar imagem mergulhar roupas
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##   semelhança vestir amou conheceu entregou forças incomparável início machucada
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##   mares pensou reis riquezas riquezase tesouros acalmar afogar atravessar
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##   atravessou autoridade cantou chame entoar enxutos faraó israel passares puder
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##   puderam queimar adore alimento bênção caminha correntes erga estende exalte
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##   invade justo louve nele ordena quebrando rejeita resposta tirando trabalha
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##   trabalhando aflige batizados benção contemplar continua desaparecer
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##   destruindo enfermidade estranhas formando gloria glorioso inundando irmãos
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##   línguas milhares previsão puro queimando revestido temporal trovão agradável
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##   completa consagrei dons escondi guardada lavei obra pecar preciosos refina
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##   servir talentos vestes alva dali desistiu impedir impressionou insistiu
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##   largava lutou preso sairia unção acontecia andou carpinteiro dentre donzela
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##   débora ensinar exilar galileia ideias instrumental meigo ofício sara
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##   trabalhar alegrarão bondade elevo perdoar seguidor ternura bonitas conosco
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##   enchia entardecer escutava expressar fama fenômeno fraterno galileu honesto
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##   imaginar ladrões mataram naquelas nazaré posição praias pregador
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##   privilegiados proclamamos puseram quais ressuscitado ressuscitou simão tocava
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##   tribunal triunfante vinham voltará zaqueu andava avistou caminhava cantado
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##   corria custava esperada jornada louvou mandaste preparou proclamava
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##   recomeçava rezava cansou descanso estudo fere figueira jogando lazer projetos
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##   semear sementes sob telônio trabalho adorarte amável criaste cruzx digno
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##   exaltado humilde maravilhoso mimx preço prostrarme saberei vieste viestes
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##   insondáveis juízos profundas desenhou detalhe obraprima pintou planejou
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##   princesa próprias libertar morrido curam flui fluir interior limpam sacia
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##   vivas adora adorador adorando adoração adoreadore através curou derreteu
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##   ergue estremecer louvar prostrar prostrou provação rasgou romper situação
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##   adonay angustiado cabisbaixo campeão direção eloy exaltou fúria garantindo
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##   guardar humilhou maus pragas reinar remido rocha saída sentindo separado
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##   shaday sujeitando trouxe ungido acalme alegra chamo desceu esqueceu falha
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##   fornalha judá leão mandou minhalma precisas tremendo calei caído confiando
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##   cuida derrubou desisti equilíbrio exalta experiência ferido folego fortalecer
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##   glorifica ministério perguntar receba sobrevivi venceu abraãoisaque andaram
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## 4         0          0         0      0         0      0            0       0
## 5         0          0         0      0         0      0            0       0
## 6         0          0         0      0         0      0            0       0
##   cantaremos cantaria dicípulos ditosa ficarmos hosanas imagino iremos iria
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## 5          0        0         0      0        0       0       0      0    0
## 6          0        0         0      0        0       0       0      0    0
##   láagora pregando querubins reunidos tiago veremos veria voarei acaso alegre
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## 5       0        0         0        0     0       0     0      0     0      0
## 6       0        0         0        0     0       0     0      0     0      0
##   auxílio bens bênçãos celestial conflito consolo desalento desanimes dizeas
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## 5       0    0       0         0        0       0         0         0      0
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##   duma duvidarás julgas mansão minorando muitas passarás pesada poderão
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## 5    0         0      0      0         0      0        0      0       0
## 6    0         0      0      0         0      0        0      0       0
##   procelosas prometidos recebidas surpreso vagas vires aceita deixarei
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##   entregarei entrego renego resoluto seguirei submisso achei constante expiou
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##   ficarei fielmente guardame mágoa notável redimir regozijo salvou servilo
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## 6       0         0        0     0       0       0        0      0       0
##   sofreu sujeição abrigarme achoume ardendo descansar franca glorio mandoume
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##   matutina queiras recordarme rica salutar salvo tremer vigio daria despedirme
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##   dános fosses guardaime lamparina rósea silencio treme avivamento declare
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## 5     0      0         0         0     0        0     0          0       0
## 6     0      0         0         0     0        0     0          0       0
##   espirito hó mortos mude profetiza profetizar profetizo respirar ressuscita
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##   ressuscitará secos tornando volte agir amada ardente doenças experimentar
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##   fecha leões limites milagres noiva obedece operar operou prisões realiza
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## 5     0     0       0        0     0       0      0      0       0       0
## 6     0     0       0        0     0       0      0      0       0       0
##   restaurar sondar adorarei compreendeu navegarei oceano pentecostes jerusalém
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## 5         0      0        0           0         0      0           0         0
## 6         0      0        0           0         0      0           0         0
##   montes saltando yeshua aceitos achegar brancos lavado levame neve restauração
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## 5      0        0      0       0       0       0      0      0    0           0
## 6      0        0      0       0       0       0      0      0    0           0
##   derramou dolorosa emanuel mereço príncipe rendo shaddai via abandonou adorado
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## 6        0        0       0      0        0     0       0   0         0       0
##   apagou cantamos cessou encontrou enfrentou estremeceu peso universo vencerá
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## 5      0        0      0         0         0          0    0        0       0
## 6      0        0      0         0         0          0    0        0       0
##   vencido abençoarei mostrarei ouvirei tenda tifilho aumente clama clamar
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## 6       0          0         0       0     0       0       0     0      0
##   entrarei holy kadosh mergulho mirra pisou temerei aconchegado aplausos fenda
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##   habitar seduzir abençoa cantada cear ceia enxugou escrita fiéis invés partido
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##   rancor recebe salvação traidor amam clamando clamor cooperam fraquezas
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##   interceder orar ore subindo ofertar quebrantado rasgar coelhinho comemora
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##   crucificado manha páscoa ressureição sacrificio alabastro falho humilho
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## 6           0     0      0           0          0         0     0       0
##   pequeno purifica receber remidor abertos almas comparar cruzados culpado
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##   custou fardo humanos ide necessário orando ordem perecer podemos poderiam
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## 6      0     0       0   0          0      0     0       0       0        0
##   recursos sentirmos tenhas zelando arena bravura chegavam começando coragem
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##   cristãos enfrentando enfrentaram introdução memorian negaram pedro primeiros
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##   queimava reaviva roma tombavam verdadeira açoites cenas coroa covarde cruel
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## 6        0       0    0        0          0       0     0     0       0     0
##   decapitado devorados direto enxurrada espada evangelho fio firmados garantida
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##   iam manter mensagem morreram partia prejuízo primitivos sangrando semente
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##   terás vídeo abrace afagando aflição alegres angústias aproveite beije
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##   certamente conte laura casos decidi enganos erros escreveu esqueci lembranças
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## 6          0     0     0     0      0       0     0        0       0          0
##   sincera séria trago atormenta duvida esqueço imaginei permanece acalma afaga
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## 6       0     0     0         0      0       0        0         0      0     0
##   aflitos arrependidos conduz duradouro ilumina navegante afastar anoiteceu
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##   antônio composição esquecida marcos mario modificou redor filhinho mamadeira
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##   mamar mamãe pequenas pestana piscar polícia saca sacarolha sobrar última
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##   confusão allah allahláô atravessamos ioiô rezar saara alambique arroz faltar
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## 6        0     0        0            0    0     0     0         0     0      0
##   falte manteiga ribeirão bancas bandeiras bardot brigitte caras cardinales
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##   cheios cocacola consola cores crimes dentes dezembro documento espaçonaves
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##   guerrilhas lenço livros lê notícia preguiça presidentes reparte revista
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##   televisão tomo vãos açaí casas castanhos central chumbo entram exato
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##   explícito franja inexistente laranja madruga objeto oliva papel reluz romã
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## 6         0      0           0       0       0      0     0     0     0    0
##   serra sábios turquesa vagão átomos ímpar adequação amplidão aprender armou
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##   ato brmca bruta burguês buscas chinês cilada comício construirnos coqueiro
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##   cowboy decassílabo desigual dulcíssima estares eunuco flippervídeo ganha gapa
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##   garanhão herói infinitivamente inseticídio leblon lobo mansidão métrica
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##   natura obus pernambuco pessoal pisas prisão quaresma querendote quereres
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##   quererte queres revólver rima rockn romântico tortura vislumbro viés voas vês
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##   cola desejos engana imaginando interessar juntando madura secretos acordo
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##   compositor contínuo círculo definido deuses elogios entro espalhe estribilho
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##   ganhe inventivo legítimo migo modo nível oficial pareceres peçote propício
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##   reunirmonos rimas ritmos saído sejas seres sido sigilo site tambor usaremos
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##   vínculo acostumado aposentado desacreditei encontrei maltratado merecer
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##   nanananaanana nanananana realmente transformou abrem cansa deito guiam
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##   infância acolhe acréscimo amoroso beijado caminhei cobria conduzia contei
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##   devotamente dilatavase dispara entrava escreviam estima estira fique intuito
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##   luxo parecialhe paredes passeei radioso ressequido sensações
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##   sentimentalidades superiormente suspirado tépido youbis êxtase amarte
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##   ambiente ardor arfante ativo beijaflor comoventes conduzirte confessarte
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##   dolentes envolverte esculturada estátua graciosa ideal jurar lanceado láctea
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##   magistral majestosa olentes olor onipotente ouso padecer perenal preces
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##   preferida realeza remir resplendor sabor sepultas sublime sândalos tela vozes
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##   abandonamos aceitarmos arrastarme casais desenganos fatos respostas retratos
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##   trair trocar varar virasteme art açoitar caetanear edições front gerar
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##   irremediável jazz lapidar luanda musicais nouveau néon quiçá reveillon sina
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##   tocarei aguaceiro arrasar couro criei demasiada limpa manchar maré naufrágio
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##   reter vazar águadouro adoro conceder estória feio haverá amanheceu dessas
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##   deságua esquecera ruir sela sofri temores beça braile doer empresta fácil
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##   horror japonês remete cleudson cláudio postado adulta afeições amaram cartas
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##   conhecidos conservanos escreveram escrevi escrevia fiquemos inútil meditava
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##   queimei rasguei recordação ridículas risonha sigam tristonha vulgar acabei
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##   arisco atingido bicho calam cicatrizes constantes decidido domesticado
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##   escapei existiram gemido infeliz instinto perfeito rasgados rastros
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##   resistiram risco rumo saí sufocando tentativa tropeçando vendavais acha
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##   alcança altares ambiciona arcoíris armadura que guarda meu as teclas atente
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##   a rainha baile das breu nem breu o brinco brotam brotar bálsamos cavalgo
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##   cegueira cobre cocares começa nem companhia contou cruzam curares cuspir
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##   dadas das nebulosas descanso deita na de bethânia de caymmi de fátima
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##   de iansã de joão de maria de marta de oxum de ser de xangô do oco do sul com
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##   durmo na em fez escolhe escorpião e em e josé e já e lázaro e me e sortilégio
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##   faço cobra fina flechas fome é forja for não fulmina gandhi garante garganta
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##   giro haste injusto insones secaram inspiração lava dos leite
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##   livre e verde longe luz o mal pensam mas nenhuma menino deus meu coração
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##   mirrado misturo montanhas morubichabas música a qualquer nascentes que nobre
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## 6       0       0         0            0                 0             0     0
##   no oásis no recôncavo nua nunca é não a sente apenas ouvidos o bem nem
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##   o caminho o chefe o cruzeiro o meu o terço pajés piso poeta quando choro e
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##   que alimenta que nem recebem recolho refaço regar rei equilibra reparar
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## 6            0       0       0       0      0     0             0       0
##   reviro rezo sangue e minha secou sem fim se fecharam a qualquer silêncio a
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## 5      0    0              0     0       0                      0          0
## 6      0    0              0     0       0                      0          0
##   tenho jesus maria tenho os erês tenho zumbi besouro termina terra mas
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## 3                 0             0                   0       0         0
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##   tocha da traço treva tupinambá tupis unguentos suaves das mãos vaga
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## 4        0     0     0         0     0                         0    0
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##   vai valente vales veem velocidade veneno verga virar pirilampo viro voo
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##   vulcões zarabatanas é o oco é pra é tempo de agarra agarrei arrebentação
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##   correnteza descobri garimpeira jura lambe navegando partindo rara segura
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##   tonta fizer guanabara repara adoçar arrepender disser molha pinga retira véu
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##   ansiedade choque espaços fuja macios ombro perceba pondo telefona vazios
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##   acesas apagadas astronauta belezas caem cortejo moem moinho negra negras
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##   orelha pendurada petróleo poços roem saem tristezas alga amarelinho anoitecer
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##   azuleja azulzinho benzinho cedinho finca maresia marinha abestalhado assenta
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##   calmo cento cercas chato cidadão concedido consegui conseguido contribuindo
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##   corcel cruzeiros cume daí decepcionado disco dito doutor embandeiradas
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##   emprego engraçado escancarada finalmente ganho grandessíssimo humano idiota
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## 2       0         0           0          0     0              0      0      0
## 3       0         0           0          0     0              0      0      0
## 4       0         0           0          0     0              0      0      0
## 5       0         0           0          0     0              0      0      0
## 6       0         0           0          0     0              0      0      0
##   jornal limitado macacos mês orgulhoso pipoca policial porção quatro quintais
## 1      0        0       0   0         0      0        0      0      0        0
## 2      0        0       0   0         0      0        0      0      0        0
## 3      0        0       0   0         0      0        0      0      0        0
## 4      0        0       0   0         0      0        0      0      0        0
## 5      0        0       0   0         0      0        0      0      0        0
## 6      0        0       0   0         0      0        0      0      0        0
##   respeitável ridículo sento separam social sonora tido tobogã voador zoológico
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## 3           0        0     0       0      0      0    0      0      0         0
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## 5           0        0     0       0      0      0    0      0      0         0
## 6           0        0     0       0      0      0    0      0      0         0
##   agüenta bailando beba desejar recomece sacudir tente acenderem agradeceu
## 1       0        0    0       0        0       0     0         0         0
## 2       0        0    0       0        0       0     0         0         0
## 3       0        0    0       0        0       0     0         0         0
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## 5       0        0    0       0        0       0     0         0         0
## 6       0        0    0       0        0       0     0         0         0
##   alemanha ares assassinado babilônia bruxas campanha caverna ciranda conde
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## 2        0    0           0         0      0        0       0       0     0
## 3        0    0           0         0      0        0       0       0     0
## 4        0    0           0         0      0        0       0       0     0
## 5        0    0           0         0      0        0       0       0     0
## 6        0    0           0         0      0        0       0       0     0
##   cuia despencou drácula escondendo esmola floresta hitler joelhos maomé mapa
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## 2    0         0       0          0      0        0      0       0     0    0
## 3    0         0       0          0      0        0      0       0     0    0
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## 5    0         0       0          0      0        0      0       0     0    0
## 6    0         0       0          0      0        0      0       0     0    0
##   mentindo moedas moisés negros noé pagarem palmares papa paraguejavam provar
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## 2        0      0      0      0   0       0        0    0            0      0
## 3        0      0      0      0   0       0        0    0            0      0
## 4        0      0      0      0   0       0        0    0            0      0
## 5        0      0      0      0   0       0        0    0            0      0
## 6        0      0      0      0   0       0        0    0            0      0
##   quebrei quilombo rapunzel riscada sagrados salmos simbolos sonhava sugando
## 1       0        0        0       0        0      0        0       0       0
## 2       0        0        0       0        0      0        0       0       0
## 3       0        0        0       0        0      0        0       0       0
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## 5       0        0        0       0        0      0        0       0       0
## 6       0        0        0       0        0      0        0       0       0
##   taverna testemunha umbanda varanda velhinho zumbi aluno badalar comandante
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## 2       0          0       0       0        0     0     0       0          0
## 3       0          0       0       0        0     0     0       0          0
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## 5       0          0       0       0        0     0     0       0          0
## 6       0          0       0       0        0     0     0       0          0
##   combinado doença empregado igrejas justamente ladrão lecionar medicar
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## 2         0      0         0       0          0      0        0       0
## 3         0      0         0       0          0      0        0       0
## 4         0      0         0       0          0      0        0       0
## 5         0      0         0       0          0      0        0       0
## 6         0      0         0       0          0      0        0       0
##   paciente padeiro resolveram sabiam saíram sino tavam tratar uuu yeeeah êêê
## 1        0       0          0      0      0    0     0      0   0      0   0
## 2        0       0          0      0      0    0     0      0   0      0   0
## 3        0       0          0      0      0    0     0      0   0      0   0
## 4        0       0          0      0      0    0     0      0   0      0   0
## 5        0       0          0      0      0    0     0      0   0      0   0
## 6        0       0          0      0      0    0     0      0   0      0   0
##   êêêêêêêêê ôôô ôôôô ambulante ator desdizer metamorfose objetivo odeio oposto
## 1         0   0    0         0    0        0           0        0     0      0
## 2         0   0    0         0    0        0           0        0     0      0
## 3         0   0    0         0    0        0           0        0     0      0
## 4         0   0    0         0    0        0           0        0     0      0
## 5         0   0    0         0    0        0           0        0     0      0
## 6         0   0    0         0    0        0           0        0     0      0
##   aida alcéias angela anita aparecida araújo assassinas atrizes auditóriovelhas
## 1    0       0      0     0         0      0          0       0               0
## 2    0       0      0     0         0      0          0       0               0
## 3    0       0      0     0         0      0          0       0               0
## 4    0       0      0     0         0      0          0       0               0
## 5    0       0      0     0         0      0          0       0               0
## 6    0       0      0     0         0      0          0       0               0
##   babacas balú beaidetificadas beneditas bengell bibi braga bria bruna cadillac
## 1       0    0               0         0       0    0     0    0     0        0
## 2       0    0               0         0       0    0     0    0     0        0
## 3       0    0               0         0       0    0     0    0     0        0
## 4       0    0               0         0       0    0     0    0     0        0
## 5       0    0               0         0       0    0     0    0     0        0
## 6       0    0               0         0       0    0     0    0     0        0
##   camata canô carmem caru casé cio clarice claudete coitada corneadas curi
## 1      0    0      0    0    0   0       0        0       0         0    0
## 2      0    0      0    0    0   0       0        0       0         0    0
## 3      0    0      0    0    0   0       0        0       0         0    0
## 4      0    0      0    0    0   0       0        0       0         0    0
## 5      0    0      0    0    0   0       0        0       0         0    0
## 6      0    0      0    0    0   0       0        0       0         0    0
##   daniela danuza decadentes del dercy dianas diniz doentes dolores dora
## 1       0      0          0   0     0      0     0       0       0    0
## 2       0      0          0   0     0      0     0       0       0    0
## 3       0      0          0   0     0      0     0       0       0    0
## 4       0      0          0   0     0      0     0       0       0    0
## 5       0      0          0   0     0      0     0       0       0    0
## 6       0      0          0   0     0      0     0       0       0    0
##   drogadas dulce duran elis elvira empregadas enfermeiras erundina escobar
## 1        0     0     0    0      0          0           0        0       0
## 2        0     0     0    0      0          0           0        0       0
## 3        0     0     0    0      0          0           0        0       0
## 4        0     0     0    0      0          0           0        0       0
## 5        0     0     0    0      0          0           0        0       0
## 6        0     0     0    0      0          0           0        0       0
##   esposas estupradas evitas femininas fernanda ferreira fibe figueiredo filhas
## 1       0          0      0         0        0        0    0          0      0
## 2       0          0      0         0        0        0    0          0      0
## 3       0          0      0         0        0        0    0          0      0
## 4       0          0      0         0        0        0    0          0      0
## 5       0          0      0         0        0        0    0          0      0
## 6       0          0      0         0        0        0    0          0      0
##   gabriela garotas gatas gattai gatunas gonçalves hortência imeldas ione irmãs
## 1        0       0     0      0       0         0         0       0    0     0
## 2        0       0     0      0       0         0         0       0    0     0
## 3        0       0     0      0       0         0         0       0    0     0
## 4        0       0     0      0       0         0         0       0    0     0
## 5        0       0     0      0       0         0         0       0    0     0
## 6        0       0     0      0       0         0         0       0    0     0
##   isabel joyce kengas kovak lane lee leila lessin lilian lispector liège loiras
## 1      0     0      0     0    0   0     0      0      0         0     0      0
## 2      0     0      0     0    0   0     0      0      0         0     0      0
## 3      0     0      0     0    0   0     0      0      0         0     0      0
## 4      0     0      0     0    0   0     0      0      0         0     0      0
## 5      0     0      0     0    0   0     0      0      0         0     0      0
## 6      0     0      0     0    0   0     0      0      0         0     0      0
##   lombardi lonita lucinha luiza lúcia macacas madonnas madrastas magdalena
## 1        0      0       0     0     0       0        0         0         0
## 2        0      0       0     0     0       0        0         0         0
## 3        0      0       0     0     0       0        0         0         0
## 4        0      0       0     0     0       0        0         0         0
## 5        0      0       0     0     0       0        0         0         0
## 6        0      0       0     0     0       0        0         0         0
##   malditas malfatti malvadas mandonas manecas mary marília matilda messalinas
## 1        0        0        0        0       0    0       0       0          0
## 2        0        0        0        0       0    0       0       0          0
## 3        0        0        0        0       0    0       0       0          0
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## 5        0        0        0        0       0    0       0       0          0
## 6        0        0        0        0       0    0       0       0          0
##   ministras miranda monteiro montenegro morenas mães mônica nara nazijudias
## 1         0       0        0          0       0    0      0    0          0
## 2         0       0        0          0       0    0      0    0          0
## 3         0       0        0          0       0    0      0    0          0
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## 5         0       0        0          0       0    0      0    0          0
## 6         0       0        0          0       0    0      0    0          0
##   norma ohtake pagas pagu pagã paquitas pascowitch patroas perez plebéias
## 1     0      0     0    0    0        0          0       0     0        0
## 2     0      0     0    0    0        0          0       0     0        0
## 3     0      0     0    0    0        0          0       0     0        0
## 4     0      0     0    0    0        0          0       0     0        0
## 5     0      0     0    0    0        0          0       0     0        0
## 6     0      0     0    0    0        0          0       0     0        0
##   polícias poppovic querem rainhas rebordosa regina renaux roberta ruth santas
## 1        0        0      0       0         0      0      0       0    0      0
## 2        0        0      0       0         0      0      0       0    0      0
## 3        0        0      0       0         0      0      0       0    0      0
## 4        0        0      0       0         0      0      0       0    0      0
## 5        0        0      0       0         0      0      0       0    0      0
## 6        0        0      0       0         0      0      0       0    0      0
##   sapatas silvia sinistras socialites sonia superhomem tadinhas tagliaferro
## 1       0      0         0          0     0          0        0           0
## 2       0      0         0          0     0          0        0           0
## 3       0      0         0          0     0          0        0           0
## 4       0      0         0          0     0          0        0           0
## 5       0      0         0          0     0          0        0           0
## 6       0      0         0          0     0          0        0           0
##   tizuka toledo tomie turnbul vania virginia wanderléa witte xuxas yamasaki zen
## 1      0      0     0       0     0        0         0     0     0        0   0
## 2      0      0     0       0     0        0         0     0     0        0   0
## 3      0      0     0       0     0        0         0     0     0        0   0
## 4      0      0     0       0     0        0         0     0     0        0   0
## 5      0      0     0       0     0        0         0     0     0        0   0
## 6      0      0     0       0     0        0         0     0     0        0   0
##   zélia acompanhe ampare defenda enviado guarde imunize macumba marcocalil
## 1     0         0      0       0       0      0       0       0          0
## 2     0         0      0       0       0      0       0       0          0
## 3     0         0      0       0       0      0       0       0          0
## 4     0         0      0       0       0      0       0       0          0
## 5     0         0      0       0       0      0       0       0          0
## 6     0         0      0       0       0      0       0       0          0
##   perdoe poupe praga raiva amizade epiléticos esporte hum imaginação invasão
## 1      0     0     0     0       0          0       0   0          0       0
## 2      0     0     0     0       0          0       0   0          0       0
## 3      0     0     0     0       0          0       0   0          0       0
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## 5      0     0     0     0       0          0       0   0          0       0
## 6      0     0     0     0       0          0       0   0          0       0
##   livro novela pagão patéticos selva teorema torna amei chovenãomolha contudo
## 1     0      0     0         0     0       0     0    0             0       0
## 2     0      0     0         0     0       0     0    0             0       0
## 3     0      0     0         0     0       0     0    0             0       0
## 4     0      0     0         0     0       0     0    0             0       0
## 5     0      0     0         0     0       0     0    0             0       0
## 6     0      0     0         0     0       0     0    0             0       0
##   lerolero opiniões todavia borralheira dondoca espécie esquisito extinção
## 1        0        0       0           0       0       0         0        0
## 2        0        0       0           0       0       0         0        0
## 3        0        0       0           0       0       0         0        0
## 4        0        0       0           0       0       0         0        0
## 5        0        0       0           0       0       0         0        0
## 6        0        0       0           0       0       0         0        0
##   frágil provoque sangra sexto alerta dose gana magia mania merece possui rí
## 1      0        0      0     0      0    0    0     0     0      0      0  0
## 2      0        0      0     0      0    0    0     0     0      0      0  0
## 3      0        0      0     0      0    0    0     0     0      0      0  0
## 4      0        0      0     0      0    0    0     0     0      0      0  0
## 5      0        0      0     0      0    0    0     0     0      0      0  0
## 6      0        0      0     0      0    0    0     0     0      0      0  0
##   suor armadilhas atroz canções caçador descobrir entregue manso paixões
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## 2    0          0     0       0       0         0        0     0       0
## 3    0          0     0       0       0         0        0     0       0
## 4    0          0     0       0       0         0        0     0       0
## 5    0          0     0       0       0         0        0     0       0
## 6    0          0     0       0       0         0        0     0       0
##   esquecendo estradas fezse resisto assombra assusta bruxa caráter deixarão
## 1          0        0     0       0        0       0     0       0        0
## 2          0        0     0       0        0       0     0       0        0
## 3          0        0     0       0        0       0     0       0        0
## 4          0        0     0       0        0       0     0       0        0
## 5          0        0     0       0        0       0     0       0        0
## 6          0        0     0       0        0       0     0       0        0
##   existir fraqueja gude morando solidário sossegado afagar bago debulhar
## 1       0        0    0       0         0         0      0    0        0
## 2       0        0    0       0         0         0      0    0        0
## 3       0        0    0       0         0         0      0    0        0
## 4       0        0    0       0         0         0      0    0        0
## 5       0        0    0       0         0         0      0    0        0
## 6       0        0    0       0         0         0      0    0        0
##   decepar fartar fecundar forjar garapa lambuzar propícia recolher trigo
## 1       0      0        0      0      0        0        0        0     0
## 2       0      0        0      0      0        0        0        0     0
## 3       0      0        0      0      0        0        0        0     0
## 4       0      0        0      0      0        0        0        0     0
## 5       0      0        0      0      0        0        0        0     0
## 6       0      0        0      0      0        0        0        0     0
##   fraqueza imensidão mendigando revelará segredos sinônimo vidatem automóveis
## 1        0         0          0        0        0        0       0          0
## 2        0         0          0        0        0        0       0          0
## 3        0         0          0        0        0        0       0          0
## 4        0         0          0        0        0        0       0          0
## 5        0         0          0        0        0        0       0          0
## 6        0         0          0        0        0        0       0          0
##   cela confortável contemplam demoramse dirigível engrenagem esperam ferrugem
## 1    0           0          0         0         0          0       0        0
## 2    0           0          0         0         0          0       0        0
## 3    0           0          0         0         0          0       0        0
## 4    0           0          0         0         0          0       0        0
## 5    0           0          0         0         0          0       0        0
## 6    0           0          0         0         0          0       0        0
##   flutuar idos ignorância margem melhores ouvem parecer passam possibilidade
## 1       0    0          0      0        0     0       0      0             0
## 2       0    0          0      0        0     0       0      0             0
## 3       0    0          0      0        0     0       0      0             0
## 4       0    0          0      0        0     0       0      0             0
## 5       0    0          0      0        0     0       0      0             0
## 6       0    0          0      0        0     0       0      0             0
##   publicam sobrou sonham velhice verem vigilância voam única acorrentado amiúde
## 1        0      0      0       0     0          0    0     0           0      0
## 2        0      0      0       0     0          0    0     0           0      0
## 3        0      0      0       0     0          0    0     0           0      0
## 4        0      0      0       0     0          0    0     0           0      0
## 5        0      0      0       0     0          0    0     0           0      0
## 6        0      0      0       0     0          0    0     0           0      0
##   assunto balas batom calcanhar caminhão colibri desço devaneios disparo
## 1       0     0     0         0        0       0     0         0       0
## 2       0     0     0         0        0       0     0         0       0
## 3       0     0     0         0        0       0     0         0       0
## 4       0     0     0         0        0       0     0         0       0
## 5       0     0     0         0        0       0     0         0       0
## 6       0     0     0         0        0       0     0         0       0
##   espalho explica folhas fotografias freud giz grãvizir jornais lona meros
## 1       0       0      0           0     0   0        0       0    0     0
## 2       0       0      0           0     0   0        0       0    0     0
## 3       0       0      0           0     0   0        0       0    0     0
## 4       0       0      0           0     0   0        0       0    0     0
## 5       0       0      0           0     0   0        0       0    0     0
## 6       0       0      0           0     0   0        0       0    0     0
##   nocaute over pano recortadas sujar tolos torturar velhas vinte violetas vênus
## 1       0    0    0          0     0     0        0      0     0        0     0
## 2       0    0    0          0     0     0        0      0     0        0     0
## 3       0    0    0          0     0     0        0      0     0        0     0
## 4       0    0    0          0     0     0        0      0     0        0     0
## 5       0    0    0          0     0     0        0      0     0        0     0
## 6       0    0    0          0     0     0        0      0     0        0     0
##   aversão bemquerer corroem cortante dormente dura faca fingindo revêla sangrar
## 1       0         0       0        0        0    0    0        0      0       0
## 2       0         0       0        0        0    0    0        0      0       0
## 3       0         0       0        0        0    0    0        0      0       0
## 4       0         0       0        0        0    0    0        0      0       0
## 5       0         0       0        0        0    0    0        0      0       0
## 6       0         0       0        0        0    0    0        0      0       0
##   semblante transforma trouxer beatos capeta desamparada desgarrada impérios
## 1         0          0       0      0      0           0          0        0
## 2         0          0       0      0      0           0          0        0
## 3         0          0       0      0      0           0          0        0
## 4         0          0       0      0      0           0          0        0
## 5         0          0       0      0      0           0          0        0
## 6         0          0       0      0      0           0          0        0
##   lobisomem meianoite mistérios povoado viveu afugentar aura bálsamo cesto
## 1         0         0         0       0     0         0    0       0     0
## 2         0         0         0       0     0         0    0       0     0
## 3         0         0         0       0     0         0    0       0     0
## 4         0         0         0       0     0         0    0       0     0
## 5         0         0         0       0     0         0    0       0     0
## 6         0         0         0       0     0         0    0       0     0
##   cheira clarividente consumir cântaro deussol devoto pesa preza saberá talco
## 1      0            0        0       0       0      0    0     0      0     0
## 2      0            0        0       0       0      0    0     0      0     0
## 3      0            0        0       0       0      0    0     0      0     0
## 4      0            0        0       0       0      0    0     0      0     0
## 5      0            0        0       0       0      0    0     0      0     0
## 6      0            0        0       0       0      0    0     0      0     0
##   costuma errado faiá lâmina punhal ôô alí aterro barra chore chores cry
## 1       0      0    0      0      0  0   0      0     0     0      0   0
## 2       0      0    0      0      0  0   0      0     0     0      0   0
## 3       0      0    0      0      0  0   0      0     0     0      0   0
## 4       0      0    0      0      0  0   0      0     0     0      0   0
## 5       0      0    0      0      0  0   0      0     0     0      0   0
## 6       0      0    0      0      0  0   0      0     0     0      0   0
##   disfarçados fogueirinha hipócritas observando pisar presos quentar
## 1           0           0          0          0     0      0       0
## 2           0           0          0          0     0      0       0
## 3           0           0          0          0     0      0       0
## 4           0           0          0          0     0      0       0
## 5           0           0          0          0     0      0       0
## 6           0           0          0          0     0      0       0
##   recordações requentar rondando sumindo sí woman baleia busto despedaçando
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##   deusa esfomeado estendido estraçalhando maia medonho máximo paradoxo pesadelo
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##   qualidade risonho virava américa carregue escorregue gege marajó music pronde
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##   proutro reggae regue bronzeia cedo rodeia chego corro fujo saudades sofre
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##   inverno outono esperava sumiu terminou bater engano fechou forçamos tecla
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##   valeu café cultivar desatento discretamente grãos levei sinais somar unhas
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##   acostamento bolo defeitos enganado equivale escondo escuto meses passados
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##   segurança transparente valesse anosluz claras desfalecer ler namorar naveguei
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##   reacender voar voei doeu entristecer envelhecer metro perdia ruim sessenta
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##   allan escrever esquentam inteira letra moram siga abençou bonitinho champagne
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##   colorir comprei céute declarar dedicadas especialmente estouro funciona
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##   impressionar pagodinho peguei pensativo pirar pretinho esperei esquema mudei
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##   mudousei ninguémsei procurei rapaziada aborrecer alertar apelido danese
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##   duvidei envolvido inventa maluca presta quieto respeite adianta aproveitar
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##   baladeira besteira difamar discutir divertir melo notou reclamou stephanie
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##   acertar coloquei importante prioridade sorrisinho tentando brilham dispenso
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##   dixa fikando fone jardins miami queixo tedio dediquei enganei lutei laia
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##   resolvida respondida atendo cuidando defender dividido egoísmo esconde fraca
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##   interesses loucuras paga resolver cicatriz entenda escritor exclamação pontos
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##   tatuagem vírgula causando enlouquece satisfaz sussurrar tormento transa jurei
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##   aguento ajoelhe consiga fingir implorando machuque morra procuram aventura
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##   deixaria enganou históriax noção passatempo chegasse espalhado resisti cala
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##   consente desabando segure aconteceeer decisão ditador finalpode imperfeito
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##   recomeçar reinventar resplandecer asas candura precisar resumo alcancem
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##   alcançarão amarrar andarei apóstolos arrebentem axé bato ben capadócia
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##   carregado cavalaria cercado confiança demanda descendente encomendome
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##   enxerguem escudeiro facas fazerem festejar firmo guerreiro jor lanças legião
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##   lutas mensageiro nà peguem protegido quebrem sentou sincretizado terreiro
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##   vence vencedor vestido vigiado zeca zulú acertou bailado balancê bandeija
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##   batuque casinha colubandê comendo dendê embolo enfeitiçar fuzuê godê jongo
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##   lume misturado refém reluziu sapê tempero tentação truque veia adormecida
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##   capoeira clareia mandinga morreria pãovinho rasteira teia zoeira arrozdoce
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##   banana bandeja batata batida biscoito brigou chamava chuveiro corada desarmar
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##   dispensou fartura frutas grega lavagem limão mamão mignon mole osso pato
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##   porco publishing quiabo salada sardinha saía suco tresoitão universal velório
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##   viúva xingou barrancos guarida origem trancos apavora atrasar colhe cultiva
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##   dissabor aqueça compreensão erra ganhei réu amarrado arerê aturar baralho
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##   boteco cachecol candeal canjerê chacoalhar cinquenta coloco desamor eba
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##   escute gostou jarba lavar levada macumbeiro mamute manhãzinha mara mauá milho
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##   papagaio periquito próxima pô recoreco sambou tamborim timbal vambora xequerê
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##   abater agindo ame conselho enfrente lamentar sucumbirá vendendo vital
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##   enxergar garantir tolo dengosa didididiê domina manias motelzinho êh desfez
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##   avivar dig variar encarar afogo carente consequência embriagado fantasias
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##   funda machuca virus fatalmente passava arrependo crises ilusões mentiras
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##   disfarçar nascemos resistir tmnc tocamos agarradinho borba desconheço erupção
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##   inaugurar manifestar palpitar priscilla respiração arrumou confessar conheço
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##   decorou despedir djavan encarou ligou tomar ansioso brindar curvas facho
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##   ficaria hipnotizar limpas mudava argumento destruir esclarecendo falhei
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##   intimidade laiá penetrar resumir rumos encantar fada perfilar pintor tarda
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##   bebeto começamos jéssica regála título acarajé bahia busquei cacique
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##   candomblé iô manjar pudim sobremesa causou delicado ouvidinho agendado
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##   comentou confessei deixava filmar homenageava molequinho rolé prometi batidas
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##   bloqueia bons despedidas imaginava mensagens odiando acompanhou comentei
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##   duvidoso perguntei venenoso avisado barcelona cobrir globeleza megasena
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##   mentir separo completar lancinho paro prefere proibido aproveitou enhenhenhem
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##   estressar facilitar nave pera avisou bacana baixada bebedeira camburão
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##   doutores escurinho magnata nata roubado senhores suécia tirei tranqüilo
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##   arroxo corujão cão disposição dormia lavava malandragem rapazeada safadão
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##   sugestão trepado vacilão acenava aguentando atração batia bão cuíca gago
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##   gritava guenta lampião moçada pulava rango acender adoidado afastado afim
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##   dedo espertos grampeiam lei muvuca seta sujeira azarado cagueta
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##   desconsiderado mané paquera puxa mudo pisei sinceramente troco troquei
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##   alexandre bombinha chicotada chicote espora esporada fernando furadeira
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##   inseticida luis luizinho paulada rogério serginho tonteada amadurecidos
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##   assumo ficamos importância preparação alimentar desprenda pulsando
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##   enlouqueceu mede minto arrogante completam entendo gotas irracional rolam
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##   sofro filmando gravando grilos pare bati peixinho postal tento adivinha
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##   reação contrariar ilumine aborrecido dependente magoado obsseção traga aiai
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##   alimenta molhou zezé inconsequente pedacinho repetir encostada envelhece
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##   filmes persegue dedos deixado desmonta ducha estalar sobra admitir arrepia
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##   autoajuda barzinho dejà desbloqueia desbloqueio dormida grudar motel nuca
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##   refrescar sessão soube casem fiquem gagá noventa sofá suporte velhinha
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##   confiar conviver enxerga incomum jade machucou raridade renova busco detalhes
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##   perigoso defeito desenho domine preencha preenche vazia abençoou conchinha
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##   ôuo combustível supera desgrudar absoluto acabe acabem adormeceram aperte
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##   aumentem calaram encontre madrugadas passe perderam adormecer apelos atender
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##   atrevida açoite cansaço cavalga cavalgada cavalgar chegam colorida domino
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##   galope gigante grandeza sufoque abraçou acordou adormeci bata deitei
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##   delinquente prenda provocante bijuteria brilhou doces insegurança jóia
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##   merecia abandono nublado sono trancou ausência conformei consciente
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##   entendedor portão preocupa adjetivo aiaiai batatas brega cabra cantos chique
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##   colheu denota dicionário discreto divertido espetáculo exagerados fascinam
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##   magal morango nordeste peste plantou profundamente reais revira significa
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##   sydney tristonho aaaa assuma competição consequências disputa entregando
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##   expulsando farsa ganhou infiel iêê iêêê livrar pus doesse encheção carros
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##   dane entrando exagerado finja inventei olhares postura sobrevivo canudinho
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##   gin molhadinho olhadas participar adaptar anulei atrair batem casamenteiro
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##   combinam dispostos opostos permanecer abridor alarme antigos batonzada
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##   disparador esquecidos galeria gaveta impressionante noitada ouvindo portamala
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##   valia conserta escrito evitando inicio recomeço reviver curtição gusttavo
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##   lima preparado pular regulei rere tche apresenta caídas conheceram durmo fase
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##   suportou voou guiando marcas pegadas viajando ás comover fodase livramento
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##   vingou apagaria comenta historia pesares preocupo recaídas semanas aperta
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##   arranhão caio cega fudido incapaz ooh perguntando afasto defendo disfarçando
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##   evidências negando nego ahjeito sobrevivendo agenda poucas página menti
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##   mandasse ouvisse renascia voltaria abraçando abraçava altura aprisionado cipó
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##   diferença florido ganhando ipê jardineiro matei penitenciária plantava seiva
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##   sofria traía tronco casou colirío decida delirio exijo incomoda incomodado
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##   novelas precise relacho respeitar satisfaça agonizando boate fecharamse
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##   integrantes noturna sequer vagamente acontecem cancela deilhe despertou
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##   enxugar escrevendo julgue revelou alcançando cercou corrida dominou
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## 4       0          0      0       0          0      0       0       0
## 5       0          0      0       0          0      0       0       0
## 6       0          0      0       0          0      0       0       0
##   escureceram vistas curtiu duvido lembrando lendo recados sabendo sorrisos
## 1           0      0      0      0         0     0       0       0        0
## 2           0      0      0      0         0     0       0       0        0
## 3           0      0      0      0         0     0       0       0        0
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## 5           0      0      0      0         0     0       0       0        0
## 6           0      0      0      0         0     0       0       0        0
##   assisto dispersar passageiro rimar arrumei assumi custa ieeeeeeeeh status
## 1       0         0          0     0       0      0     0          0      0
## 2       0         0          0     0       0      0     0          0      0
## 3       0         0          0     0       0      0     0          0      0
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## 5       0         0          0     0       0      0     0          0      0
## 6       0         0          0     0       0      0     0          0      0
##   alcançam unica aprovação cresci gazin inspira retribuir latejando luando
## 1        0     0         0      0     0       0         0         0      0
## 2        0     0         0      0     0       0         0         0      0
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## 5        0     0         0      0     0       0         0         0      0
## 6        0     0         0      0     0       0         0         0      0
##   realizar bilhete confissão digitais jaqueta jeans molharam neon postais rádio
## 1        0       0         0        0       0     0        0    0       0     0
## 2        0       0         0        0       0     0        0    0       0     0
## 3        0       0         0        0       0     0        0    0       0     0
## 4        0       0         0        0       0     0        0    0       0     0
## 5        0       0         0        0       0     0        0    0       0     0
## 6        0       0         0        0       0     0        0    0       0     0
##   tapes tevê voocêê cubrame curame curvar estendei interceda necessitados
## 1     0    0      0       0      0      0        0         0            0
## 2     0    0      0       0      0      0        0         0            0
## 3     0    0      0       0      0      0        0         0            0
## 4     0    0      0       0      0      0        0         0            0
## 5     0    0      0       0      0      0        0         0            0
## 6     0    0      0       0      0      0        0         0            0
##   pecadores ponha procissão suportar suportem abençoada concebeu generosa madre
## 1         0     0         0        0        0         0        0        0     0
## 2         0     0         0        0        0         0        0        0     0
## 3         0     0         0        0        0         0        0        0     0
## 4         0     0         0        0        0         0        0        0     0
## 5         0     0         0        0        0         0        0        0     0
## 6         0     0         0        0        0         0        0        0     0
##   decepções divisão erradas escolhas escolho evoluir prever bio cês desabafar
## 1         0       0       0        0       0       0      0   0   0         0
## 2         0       0       0        0       0       0      0   0   0         0
## 3         0       0       0        0       0       0      0   0   0         0
## 4         0       0       0        0       0       0      0   0   0         0
## 5         0       0       0        0       0       0      0   0   0         0
## 6         0       0       0        0       0       0      0   0   0         0
##   legenda terminaram textão alívio auge balde batons borrei chutei incompatível
## 1       0          0      0      0    0     0      0      0      0            0
## 2       0          0      0      0    0     0      0      0      0            0
## 3       0          0      0      0    0     0      0      0      0            0
## 4       0          0      0      0    0     0      0      0      0            0
## 5       0          0      0      0    0     0      0      0      0            0
## 6       0          0      0      0    0     0      0      0      0            0
##   maturidade moendo trouxa apanhou calejou expulsou notificação número banguelo
## 1          0      0      0       0       0        0           0      0        0
## 2          0      0      0       0       0        0           0      0        0
## 3          0      0      0       0       0        0           0      0        0
## 4          0      0      0       0       0        0           0      0        0
## 5          0      0      0       0       0        0           0      0        0
## 6          0      0      0       0       0        0           0      0        0
##   cera copos heroi maravilha multiplica pinguinho rabiscadas sós entao esquinas
## 1    0     0     0         0          0         0          0   0     0        0
## 2    0     0     0         0          0         0          0   0     0        0
## 3    0     0     0         0          0         0          0   0     0        0
## 4    0     0     0         0          0         0          0   0     0        0
## 5    0     0     0         0          0         0          0   0     0        0
## 6    0     0     0         0          0         0          0   0     0        0
##   faróis gole lucidez voando aconteca gostasse trasformar divã medos talismã
## 1      0    0       0      0        0        0          0    0     0       0
## 2      0    0       0      0        0        0          0    0     0       0
## 3      0    0       0      0        0        0          0    0     0       0
## 4      0    0       0      0        0        0          0    0     0       0
## 5      0    0       0      0        0        0          0    0     0       0
## 6      0    0       0      0        0        0          0    0     0       0
##   alejados alimentados anunciado autor carregando curava derramando derrepente
## 1        0           0         0     0          0      0          0          0
## 2        0           0         0     0          0      0          0          0
## 3        0           0         0     0          0      0          0          0
## 4        0           0         0     0          0      0          0          0
## 5        0           0         0     0          0      0          0          0
## 6        0           0         0     0          0      0          0          0
##   ferir galiléia incomodar levantarão multiplicações param pregava sarava
## 1     0        0         0          0              0     0       0      0
## 2     0        0         0          0              0     0       0      0
## 3     0        0         0          0              0     0       0      0
## 4     0        0         0          0              0     0       0      0
## 5     0        0         0          0              0     0       0      0
## 6     0        0         0          0              0     0       0      0
##   soberano viam cativeiro desista encostado governar herdeiro oleiro quebrado
## 1        0    0         0       0         0        0        0      0        0
## 2        0    0         0       0         0        0        0      0        0
## 3        0    0         0       0         0        0        0      0        0
## 4        0    0         0       0         0        0        0      0        0
## 5        0    0         0       0         0        0        0      0        0
## 6        0    0         0       0         0        0        0      0        0
##   serve vagueia ajoelho embargada exigente guardou jó miséria sugeriu ageu amos
## 1     0       0       0         0        0       0  0       0       0    0    0
## 2     0       0       0         0        0       0  0       0       0    0    0
## 3     0       0       0         0        0       0  0       0       0    0    0
## 4     0       0       0         0        0       0  0       0       0    0    0
## 5     0       0       0         0        0       0  0       0       0    0    0
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##   apagará aplicou apocalipse atos aviva cantares colossenses coríntios crônicas
## 1       0       0          0    0     0        0           0         0        0
## 2       0       0          0    0     0        0           0         0        0
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##   cumprir daniel declara decreto desampara deuteronômio eclesiastes efésios
## 1       0      0       0       0         0            0           0       0
## 2       0      0       0       0         0            0           0       0
## 3       0      0       0       0         0            0           0       0
## 4       0      0       0       0         0            0           0       0
## 5       0      0       0       0         0            0           0       0
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##   esdras esmagou ester ezequiel faltará filemon filipenses gálatas gênesis
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##   habacuque hebreus herança honra insondável instrutor isaias jeremias joel
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##   jonas josué judas juiz justificação juízes lamentações levantará levítico
## 1     0     0     0    0            0      0           0         0        0
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##   lucas lã líder malaquias mateus mediador messias miqueias modelador morrerá
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## 2     0  0     0         0      0        0       0        0         0       0
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## 6     0  0     0         0      0        0       0        0         0       0
##   naum neemias noivo números obadias organização oseias parente pastor
## 1    0       0     0       0       0           0      0       0      0
## 2    0       0     0       0       0           0      0       0      0
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## 5    0       0     0       0       0           0      0       0      0
## 6    0       0     0       0       0           0      0       0      0
##   plenitude provérbios punição redime reinará reluzentes resgatador riqueza
## 1         0          0       0      0       0          0          0       0
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##   romanos rute sabedoria samuel seguido sofonias supridor tessalonicenses
## 1       0    0         0      0       0        0        0               0
## 2       0    0         0      0       0        0        0               0
## 3       0    0         0      0       0        0        0               0
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##   timóteo tito vingador zacarias zeloso êxodo apressou chorava dado exalava
## 1       0    0        0        0      0     0        0       0    0       0
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##   ignorou molhava perdoado preparo raro repudiaram calendário cantador divinas
## 1       0       0        0       0    0          0          0        0       0
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##   espanta falso feitos interpreto trazendo aberto açucar bucha cambitos canelas
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##   casado combinação desembaraço facilito fasta garrucha gasto lisa mandam
## 1      0          0           0        0     0        0     0    0      0
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##   mocinhas modas modelos moças muié murcha namore palmito pertinho sabado
## 1        0     0       0     0    0      0      0       0        0      0
## 2        0     0       0     0    0      0      0       0        0      0
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##   tostão violeiro véia ví abatido afamado ajudava amanha atoleiro automóvel
## 1      0        0    0  0       0       0       0      0        0         0
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##   avozinho avô benzimentos bezerrinho bezerro bichinho chaga contaminar
## 1        0   0           0          0       0        0     0          0
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##   desesperado desinfete ensinado ervas fazendeiro herado leiteiro mangueiro
## 1           0         0        0     0          0      0        0         0
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##   mate nascido nelore noitinha notei patrao prensado punhados quantia razao
## 1    0       0      0        0     0      0        0        0       0     0
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##   rebanho recém redondeza resolvido retireiro sacrificar socorro soluçar sítio
## 1       0     0         0         0         0          0       0       0     0
## 2       0     0         0         0         0          0       0       0     0
## 3       0     0         0         0         0          0       0       0     0
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## 5       0     0         0         0         0          0       0       0     0
## 6       0     0         0         0         0          0       0       0     0
##   teimoso tirava tratava troncudo vejam vovô almofadinha andradina aposto
## 1       0      0       0        0     0    0           0         0      0
## 2       0      0       0        0     0    0           0         0      0
## 3       0      0       0        0     0    0           0         0      0
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## 5       0      0       0        0     0    0           0         0      0
## 6       0      0       0        0     0    0           0         0      0
##   arrogado bar barrar champanha cortês cruzeiro encerrar endereço entrada
## 1        0   0      0         0      0        0        0        0       0
## 2        0   0      0         0      0        0        0        0       0
## 3        0   0      0         0      0        0        0        0       0
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## 5        0   0      0         0      0        0        0        0       0
## 6        0   0      0         0      0        0        0        0       0
##   envernada estrangeiro friagem garçom granfinagem levantou mercado nisto
## 1         0           0       0      0           0        0       0     0
## 2         0           0       0      0           0        0       0     0
## 3         0           0       0      0           0        0       0     0
## 4         0           0       0      0           0        0       0     0
## 5         0           0       0      0           0        0       0     0
## 6         0           0       0      0           0        0       0     0
##   ocasião pasmado peão potência proprietário rampeiro rebater respondeu rodo
## 1       0       0    0        0            0        0       0         0    0
## 2       0       0    0        0            0        0       0         0    0
## 3       0       0    0        0            0        0       0         0    0
## 4       0       0    0        0            0        0       0         0    0
## 5       0       0    0        0            0        0       0         0    0
## 6       0       0    0        0            0        0       0         0    0
##   safra salva trocado creias estejas importando sofreste sonhavas tiveres
## 1     0     0       0      0       0          0        0        0       0
## 2     0     0       0      0       0          0        0        0       0
## 3     0     0       0      0       0          0        0        0       0
## 4     0     0       0      0       0          0        0        0       0
## 5     0     0       0      0       0          0        0        0       0
## 6     0     0       0      0       0          0        0        0       0
##   viesse anger anticipation disgust fear joy sadness surprise trust negative
## 1      0   Yes           No     Yes   No  No     Yes       No    No      Yes
## 2      0    No           No      No   No  No     Yes       No    No      Yes
## 3      0    No           No      No   No  No     Yes       No    No      Yes
## 4      0    No           No      No   No  No      No       No   Yes       No
## 5      0    No           No      No   No  No     Yes       No    No      Yes
## 6      0    No          Yes      No   No  No      No      Yes    No       No
##   positive
## 1       No
## 2       No
## 3       No
## 4      Yes
## 5       No
## 6      Yes

Palavras mais frequentes

data_tfidf_raw %>%
  select(1:(ncol(data_tfidf_raw)-10)) %>%
  reframe(across(everything(), ~ sum(. > 0))) %>%
  pivot_longer(cols = everything(), names_to = "word", values_to = "frequency") %>%
  arrange(desc(frequency))

## # A tibble: 8,040 × 2
##    word    frequency
##    <chr>       <int>
##  1 amor          186
##  2 vida          147
##  3 vou           142
##  4 vai           140
##  5 mim           136
##  6 coração       135
##  7 tudo          128
##  8 quero         120
##  9 ser           108
## 10 assim         108
## # ℹ 8,030 more rows

Frequência de músicas nas palavras

data_tfidf_raw %>%
  select(1:(ncol(data_tfidf_raw)-10)) %>%
  reframe(across(everything(), ~ sum(. > 0))) %>%
  pivot_longer(cols = everything(), names_to = "word", values_to = "frequency") %>%
  count(frequency)

## # A tibble: 82 × 2
##    frequency     n
##        <int> <int>
##  1         1  5131
##  2         2  1131
##  3         3   503
##  4         4   304
##  5         5   192
##  6         6   138
##  7         7    95
##  8         8    85
##  9         9    52
## 10        10    40
## # ℹ 72 more rows

Limpeza de palavras raras

useful_words <- data_tfidf_raw %>%
  select(1:(ncol(data_tfidf_raw)-10)) %>%
  reframe(across(everything(), ~ sum(. > 0))) %>%
  pivot_longer(cols = everything(), names_to = "word", values_to = "frequency") %>%
  filter(frequency >= 5) %>%
  pull(word)

data_tfidf <- data_tfidf_raw %>%
  select(all_of(useful_words), matches(paste0("^", labels_en, "$", collapse = "|")))

Frequência de palavras nas músicas

data_tfidf_raw %>%
  select(all_of(useful_words)) %>%
  rowwise() %>%
  mutate(word_count = sum(c_across(everything()) > 0)) %>%
  ungroup() %>%
  select(word_count) %>%
  count(word_count) %>%
  arrange(desc(n))

## # A tibble: 77 × 2
##    word_count     n
##         <int> <int>
##  1         29    24
##  2         24    17
##  3         36    17
##  4         32    16
##  5         21    14
##  6         23    14
##  7         37    14
##  8         25    12
##  9         34    12
## 10         35    12
## # ℹ 67 more rows

Divisão treino e teste

set.seed(7)

data_split <- initial_split(data_tfidf, prop = 0.8)
data_train <- training(data_split)
data_test <- testing(data_split)

Positivo

Syyzhet | Básico

syuzhet <- future_map_dfr(data_gabarito$lyrics, ~syuzhet_classification(., 0.05)) %>%
  mutate(across(everything(), as.factor))
data_syuzhet <- cbind(data_songs, syuzhet)

predicted <- as.numeric(as.character(data_syuzhet$positive))
actual <- as.numeric(as.character(data_gabarito$positive))

conf_matrix <- confusionMatrix(as.factor(predicted), as.factor(actual))

roc_obj <- roc(actual, predicted)

## Setting levels: control = 0, case = 1

## Setting direction: controls < cases

roc_auc <- auc(roc_obj)

print(paste("ROC AUC: ", auc(roc(actual, predicted))))

## Setting levels: control = 0, case = 1
## Setting direction: controls < cases

## [1] "ROC AUC:  0.536651234567901"

print(paste("Accuracy: ", conf_matrix$overall['Accuracy']))

## [1] "Accuracy:  0.567816091954023"

print(paste("Precision: ", conf_matrix$byClass['Pos Pred Value']))

## [1] "Precision:  0.52"

print(paste("Recall: ", conf_matrix$byClass['Sensitivity']))

## [1] "Recall:  0.270833333333333"

print(paste("F1 Score: ", conf_matrix$byClass['F1']))

## [1] "F1 Score:  0.356164383561644"

roc_plot <- ggroc(roc_obj)
roc_plot +
  geom_abline(slope = 1, intercept = 1, linetype = "dashed", color = "red") +
  ggtitle("Curva ROC") +
  xlab("1 - Especificidade") +
  ylab("Sensibilidade") +
  theme_minimal()

cm_data <- as.data.frame(conf_matrix$table)
ggplot(cm_data, aes(x = Prediction, y = Reference)) +
  geom_tile(aes(fill = Freq), color = "white") +
  scale_fill_gradient(low = "white", high = "grey") +
  geom_text(aes(label = Freq), vjust = 1) +
  theme_minimal() +
  ggtitle("Confusion Matrix") +
  xlab("Predicted") +
  ylab("Actual")

RF | Manual

tic()
set.seed(7)

tfidf_cols <- data_train %>% select(1:(ncol(data_train)-length(labels_en)))
response_col <- data_train %>% select(positive)
model_data <- bind_cols(tfidf_cols, response_col)

# print(table(model_data$positive))

data_split <- initial_split(model_data, prop = 0.8, strata = positive)
train_data <- training(data_split)
test_data <- testing(data_split)

rf_recipe <- recipe(positive ~ ., data = model_data) %>%
  step_zv(all_predictors()) %>%
  step_normalize(all_predictors()) %>%
  step_smote(positive) %>%
  step_pca(all_predictors(), num_comp = 100)

# print(table(bake(prep(rf_recipe), new_data = NULL)$positive))

rf_model <- rand_forest(
  mtry = 7,
  trees = 500,
  min_n = 10
) %>%
  set_engine("ranger", importance = "impurity") %>%
  set_mode("classification")

rf_wf <- workflow() %>%
  add_model(rf_model) %>%
  add_recipe(rf_recipe)

final_fit <- fit(rf_wf, data = train_data)
final_model <- extract_fit_parsnip(final_fit)$fit
print(final_model)

## Ranger result
## 
## Call:
##  ranger::ranger(x = maybe_data_frame(x), y = y, mtry = min_cols(~7,      x), num.trees = ~500, min.node.size = min_rows(~10, x), importance = ~"impurity",      num.threads = 1, verbose = FALSE, seed = sample.int(10^5,          1), probability = TRUE) 
## 
## Type:                             Probability estimation 
## Number of trees:                  500 
## Sample size:                      304 
## Number of independent variables:  100 
## Mtry:                             7 
## Target node size:                 10 
## Variable importance mode:         impurity 
## Splitrule:                        gini 
## OOB prediction error (Brier s.):  0.2261375

importance <- final_model$variable.importance
importance_df <- data.frame(Feature = names(importance), Importance = importance) %>%
  arrange(desc(importance))
row.names(importance_df) <- NULL
print(importance_df %>% head(100))

##     Feature Importance
## 1     PC010  3.2542595
## 2     PC033  3.1932542
## 3     PC019  2.9405697
## 4     PC018  2.8489184
## 5     PC004  2.3044981
## 6     PC077  2.2663390
## 7     PC011  2.2359476
## 8     PC051  2.0532641
## 9     PC013  1.9000567
## 10    PC052  1.8844173
## 11    PC020  1.8319922
## 12    PC003  1.7776934
## 13    PC008  1.7275328
## 14    PC066  1.6851618
## 15    PC006  1.6827504
## 16    PC005  1.6807743
## 17    PC014  1.6236064
## 18    PC007  1.6197524
## 19    PC009  1.5801859
## 20    PC038  1.5339134
## 21    PC028  1.5031439
## 22    PC031  1.4697773
## 23    PC002  1.4567705
## 24    PC094  1.4539821
## 25    PC021  1.4479700
## 26    PC090  1.4425201
## 27    PC064  1.4387343
## 28    PC068  1.4343798
## 29    PC059  1.4312639
## 30    PC080  1.4039056
## 31    PC043  1.3717209
## 32    PC025  1.3706827
## 33    PC096  1.3535010
## 34    PC035  1.3429917
## 35    PC073  1.3073536
## 36    PC017  1.2706690
## 37    PC083  1.2598729
## 38    PC062  1.2551904
## 39    PC071  1.2368515
## 40    PC030  1.2131449
## 41    PC074  1.2097315
## 42    PC078  1.2084364
## 43    PC100  1.2067650
## 44    PC061  1.1943683
## 45    PC016  1.1914618
## 46    PC069  1.1881236
## 47    PC092  1.1787975
## 48    PC015  1.1748910
## 49    PC050  1.1744630
## 50    PC053  1.1528942
## 51    PC091  1.1476405
## 52    PC070  1.1427950
## 53    PC027  1.1411593
## 54    PC067  1.1247256
## 55    PC085  1.1209556
## 56    PC088  1.1151558
## 57    PC065  1.1057394
## 58    PC034  1.1022740
## 59    PC055  1.1012905
## 60    PC001  1.0968611
## 61    PC079  1.0864886
## 62    PC032  1.0842227
## 63    PC045  1.0829991
## 64    PC087  1.0799894
## 65    PC058  1.0775705
## 66    PC044  1.0659232
## 67    PC099  1.0495925
## 68    PC026  1.0457474
## 69    PC036  1.0428299
## 70    PC086  1.0394647
## 71    PC081  1.0318916
## 72    PC072  1.0316995
## 73    PC076  1.0287091
## 74    PC029  1.0143919
## 75    PC084  1.0135864
## 76    PC012  1.0021603
## 77    PC039  0.9965355
## 78    PC048  0.9895775
## 79    PC022  0.9845712
## 80    PC046  0.9611553
## 81    PC089  0.9556272
## 82    PC047  0.9513762
## 83    PC093  0.9498667
## 84    PC063  0.9483522
## 85    PC041  0.9478931
## 86    PC056  0.9443686
## 87    PC054  0.9381078
## 88    PC095  0.9256237
## 89    PC024  0.9111301
## 90    PC098  0.9070094
## 91    PC042  0.9006150
## 92    PC023  0.8999567
## 93    PC049  0.8848701
## 94    PC075  0.8614118
## 95    PC040  0.8575725
## 96    PC037  0.8473938
## 97    PC082  0.8241316
## 98    PC057  0.7917754
## 99    PC060  0.7458543
## 100   PC097  0.7063843

test_predictions <- predict(final_fit, test_data, type = "prob") %>%
  bind_cols(test_data)

roc_auc_result <- test_predictions %>%
  roc_auc(truth = positive, .pred_Yes)
print(roc_auc_result)

## # A tibble: 1 × 3
##   .metric .estimator .estimate
##   <chr>   <chr>          <dbl>
## 1 roc_auc binary         0.504

class_predictions <- predict(final_fit, test_data) %>%
  bind_cols(test_data)

metrics <- metric_set(accuracy, precision, recall, f_meas)
results <- class_predictions %>%
  metrics(truth = positive, estimate = .pred_class)
print(results)

## # A tibble: 4 × 3
##   .metric   .estimator .estimate
##   <chr>     <chr>          <dbl>
## 1 accuracy  binary         0.563
## 2 precision binary         0.522
## 3 recall    binary         0.375
## 4 f_meas    binary         0.436

conf_matrix <- class_predictions %>%
  conf_mat(truth = positive, estimate = .pred_class)
conf_matrix_plot <- autoplot(conf_matrix, type = "heatmap") +
  labs(title = "Matriz de Confusão")
print(conf_matrix_plot)

roc_curve_data <- test_predictions %>%
  roc_curve(truth = positive, .pred_Yes)
roc_plot <- ggplot(roc_curve_data, aes(x = 1 - specificity, y = sensitivity)) +
  geom_path() +
  geom_abline(lty = 3) +
  coord_equal() +
  labs(title = "Curva ROC",
       x = "1 - Especificidade",
       y = "Sensibilidade")
print(roc_plot)

test_predictions <- predict(final_fit, train_data, type = "prob") %>%
  bind_cols(train_data)

roc_auc_result <- test_predictions %>%
  roc_auc(truth = positive, .pred_Yes)
print(roc_auc_result)

## # A tibble: 1 × 3
##   .metric .estimator .estimate
##   <chr>   <chr>          <dbl>
## 1 roc_auc binary     0.0000263

class_predictions <- predict(final_fit, train_data) %>%
  bind_cols(train_data)

metrics <- metric_set(accuracy, precision, recall, f_meas)
results <- class_predictions %>%
  metrics(truth = positive, estimate = .pred_class)
print(results)

## # A tibble: 4 × 3
##   .metric   .estimator .estimate
##   <chr>     <chr>          <dbl>
## 1 accuracy  binary         0.996
## 2 precision binary         0.992
## 3 recall    binary         1    
## 4 f_meas    binary         0.996

conf_matrix <- class_predictions %>%
  conf_mat(truth = positive, estimate = .pred_class)
conf_matrix_plot <- autoplot(conf_matrix, type = "heatmap") +
  labs(title = "Matriz de Confusão")
print(conf_matrix_plot)

roc_curve_data <- test_predictions %>%
  roc_curve(truth = positive, .pred_Yes)
roc_plot <- ggplot(roc_curve_data, aes(x = 1 - specificity, y = sensitivity)) +
  geom_path() +
  geom_abline(lty = 3) +
  coord_equal() +
  labs(title = "Curva ROC",
       x = "1 - Especificidade",
       y = "Sensibilidade")
print(roc_plot)

toc()

## 1.231 sec elapsed

RF | Tune Grid

tic()
set.seed(7)

tfidf_cols <- data_train %>% select(1:(ncol(data_train)-length(labels_en)))
response_col <- data_train %>% select(positive)
model_data <- bind_cols(tfidf_cols, response_col)

# print(table(model_data$positive))

data_split <- initial_split(model_data, prop = 0.8, strata = positive)
train_data <- training(data_split)
test_data <- testing(data_split)

rf_recipe <- recipe(positive ~ ., data = model_data) %>%
  step_zv(all_predictors()) %>%
  step_normalize(all_predictors()) %>%
  step_smote(positive) %>%
  step_pca(all_predictors(), num_comp = tune())

# print(table(bake(prep(rf_recipe), new_data = NULL)$positive))

rf_model <- rand_forest(
  mtry = tune(),
  trees = tune(),
  min_n = tune()
) %>%
  set_engine("ranger", importance = "impurity") %>%
  set_mode("classification")

rf_wf <- workflow() %>%
  add_model(rf_model) %>%
  add_recipe(rf_recipe)

rf_grid <- grid_regular(
  trees(range = c(100, 500)),
  mtry(range = c(1, floor(sqrt(ncol(train_data) - 1)))),
  min_n(range = c(5, 20)),
  num_comp(range = c(5, 100)),
  levels = 5
)


set.seed(7)
tune_results <- tune_grid(
  rf_wf,
  resamples = vfold_cv(train_data, v = 5, strata = positive), # Validação cruzada estratificada
  grid = rf_grid,
  metrics = metric_set(yardstick::roc_auc),
  control = control_grid(verbose = TRUE)
)

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best_results <- show_best(tune_results, metric = "roc_auc")
print(best_results)

## # A tibble: 5 × 10
##    mtry trees min_n num_comp .metric .estimator  mean     n std_err .config     
##   <int> <int> <int>    <int> <chr>   <chr>      <dbl> <int>   <dbl> <chr>       
## 1     1   100    12       28 roc_auc binary     0.603     5  0.0305 Preprocesso…
## 2    31   100    16      100 roc_auc binary     0.594     5  0.0322 Preprocesso…
## 3    23   100    12      100 roc_auc binary     0.592     5  0.0373 Preprocesso…
## 4     1   200    16       76 roc_auc binary     0.582     5  0.0266 Preprocesso…
## 5    16   100     5      100 roc_auc binary     0.582     5  0.0499 Preprocesso…

final_wf <- finalize_workflow(
  rf_wf,
  select_best(tune_results, metric = "roc_auc")
)

final_fit <- fit(final_wf, data = train_data)
final_model <- extract_fit_parsnip(final_fit)$fit
print(final_model)

## Ranger result
## 
## Call:
##  ranger::ranger(x = maybe_data_frame(x), y = y, mtry = min_cols(~1L,      x), num.trees = ~100L, min.node.size = min_rows(~12L, x),      importance = ~"impurity", num.threads = 1, verbose = FALSE,      seed = sample.int(10^5, 1), probability = TRUE) 
## 
## Type:                             Probability estimation 
## Number of trees:                  100 
## Sample size:                      304 
## Number of independent variables:  28 
## Mtry:                             1 
## Target node size:                 12 
## Variable importance mode:         impurity 
## Splitrule:                        gini 
## OOB prediction error (Brier s.):  0.2194928

importance <- final_model$variable.importance
importance_df <- data.frame(Feature = names(importance), Importance = importance) %>%
  arrange(desc(importance))
row.names(importance_df) <- NULL
print(importance_df %>% head(100))

##    Feature Importance
## 1     PC19   5.064072
## 2     PC10   4.611232
## 3     PC11   4.403105
## 4     PC09   4.149807
## 5     PC18   4.144784
## 6     PC13   4.061661
## 7     PC06   3.909810
## 8     PC25   3.908455
## 9     PC23   3.854270
## 10    PC15   3.783184
## 11    PC08   3.727870
## 12    PC20   3.686195
## 13    PC03   3.649328
## 14    PC16   3.626992
## 15    PC07   3.590828
## 16    PC28   3.577672
## 17    PC14   3.537408
## 18    PC04   3.510288
## 19    PC05   3.505493
## 20    PC02   3.493423
## 21    PC17   3.415191
## 22    PC21   3.395401
## 23    PC01   3.324409
## 24    PC27   3.279245
## 25    PC12   3.210044
## 26    PC24   3.124677
## 27    PC26   3.042823
## 28    PC22   2.882507

test_predictions <- predict(final_fit, test_data, type = "prob") %>%
  bind_cols(test_data)

roc_auc_result <- test_predictions %>%
  roc_auc(truth = positive, .pred_Yes)
print(roc_auc_result)

## # A tibble: 1 × 3
##   .metric .estimator .estimate
##   <chr>   <chr>          <dbl>
## 1 roc_auc binary         0.547

class_predictions <- predict(final_fit, test_data) %>%
  bind_cols(test_data)

metrics <- metric_set(accuracy, precision, recall, f_meas)
results <- class_predictions %>%
  metrics(truth = positive, estimate = .pred_class)
print(results)

## # A tibble: 4 × 3
##   .metric   .estimator .estimate
##   <chr>     <chr>          <dbl>
## 1 accuracy  binary         0.507
## 2 precision binary         0.412
## 3 recall    binary         0.219
## 4 f_meas    binary         0.286

conf_matrix <- class_predictions %>%
  conf_mat(truth = positive, estimate = .pred_class)
conf_matrix_plot <- autoplot(conf_matrix, type = "heatmap") +
  labs(title = "Matriz de Confusão")
print(conf_matrix_plot)

roc_curve_data <- test_predictions %>%
  roc_curve(truth = positive, .pred_Yes)
roc_plot <- ggplot(roc_curve_data, aes(x = 1 - specificity, y = sensitivity)) +
  geom_path() +
  geom_abline(lty = 3) +
  coord_equal() +
  labs(title = "Curva ROC",
       x = "1 - Especificidade",
       y = "Sensibilidade")
print(roc_plot)

toc()

## 499.425 sec elapsed

test_predictions <- predict(final_fit, train_data, type = "prob") %>%
  bind_cols(train_data)

roc_auc_result <- test_predictions %>%
  roc_auc(truth = positive, .pred_Yes)
print(roc_auc_result)

## # A tibble: 1 × 3
##   .metric .estimator .estimate
##   <chr>   <chr>          <dbl>
## 1 roc_auc binary      0.000605

class_predictions <- predict(final_fit, train_data) %>%
  bind_cols(train_data)

metrics <- metric_set(accuracy, precision, recall, f_meas)
results <- class_predictions %>%
  metrics(truth = positive, estimate = .pred_class)
print(results)

## # A tibble: 4 × 3
##   .metric   .estimator .estimate
##   <chr>     <chr>          <dbl>
## 1 accuracy  binary         0.982
## 2 precision binary         0.969
## 3 recall    binary         0.992
## 4 f_meas    binary         0.980

conf_matrix <- class_predictions %>%
  conf_mat(truth = positive, estimate = .pred_class)
conf_matrix_plot <- autoplot(conf_matrix, type = "heatmap") +
  labs(title = "Matriz de Confusão")
print(conf_matrix_plot)

roc_curve_data <- test_predictions %>%
  roc_curve(truth = positive, .pred_Yes)
roc_plot <- ggplot(roc_curve_data, aes(x = 1 - specificity, y = sensitivity)) +
  geom_path() +
  geom_abline(lty = 3) +
  coord_equal() +
  labs(title = "Curva ROC",
       x = "1 - Especificidade",
       y = "Sensibilidade")
print(roc_plot)

RF | Otimização Bayesiana

tic()
set.seed(7)

tfidf_cols <- data_train %>% select(1:(ncol(data_train)-length(labels_en)))
response_col <- data_train %>% select(positive)
model_data <- bind_cols(tfidf_cols, response_col)

# print(table(model_data$positive))

data_split <- initial_split(model_data, prop = 0.8, strata = positive)
train_data <- training(data_split)
test_data <- testing(data_split)

rf_recipe <- recipe(positive ~ ., data = model_data) %>%
  step_zv(all_predictors()) %>%
  step_normalize(all_predictors()) %>%
  step_smote(positive) %>%
  step_pca(all_predictors(), num_comp = tune())

# print(table(bake(prep(rf_recipe), new_data = NULL)$positive))

rf_model <- rand_forest(
  mtry = tune(),
  trees = tune(),
  min_n = tune()
) %>%
  set_engine("ranger", importance = "impurity") %>%
  set_mode("classification")

rf_wf <- workflow() %>%
  add_model(rf_model) %>%
  add_recipe(rf_recipe)

rf_grid <- parameters(
  trees(range = c(100, 500)),
  mtry(range = c(1, floor(sqrt(ncol(train_data) - 1)))),
  min_n(range = c(5, 20)),
  num_comp(range = c(5, 100))
)

set.seed(7)
tune_results <- tune_bayes(
  rf_wf,
  resamples = vfold_cv(train_data, v = 5, strata = positive), # Validação cruzada estratificada
  param_info = rf_grid,
  initial = 10,
  iter = 50,
  metrics = metric_set(yardstick::roc_auc),
  control = control_bayes(verbose = TRUE)
)

## 

## ❯  Generating a set of 10 initial parameter results

## ✓ Initialization complete

## 

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## ✓ Estimating performance

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## ✓ Estimating performance

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## ✓ Estimating performance

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## ✓ Estimating performance

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## ✓ Estimating performance

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## ✓ Estimating performance

## i Gaussian process model

## ✓ Gaussian process model

## i Generating 4999 candidates

## i Predicted candidates

## i Estimating performance

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## ✓ Estimating performance

## i Gaussian process model

## ✓ Gaussian process model

## i Generating 4999 candidates

## i Predicted candidates

## i Estimating performance

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## ✓ Estimating performance

## i Gaussian process model

## ✓ Gaussian process model

## i Generating 5000 candidates

## i Predicted candidates

## i Estimating performance

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## ✓ Estimating performance

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## ✓ Estimating performance

## ! No improvement for 10 iterations; returning current results.

best_results <- show_best(tune_results, metric = "roc_auc")
print(best_results)

## # A tibble: 5 × 11
##   trees  mtry min_n num_comp .metric .estimator  mean     n std_err .config     
##   <int> <int> <int>    <int> <chr>   <chr>      <dbl> <int>   <dbl> <chr>       
## 1   452    17    11       64 roc_auc binary     0.569     5  0.0248 Preprocesso…
## 2   443    21    16       67 roc_auc binary     0.558     5  0.0209 Iter4       
## 3   488    18    16       64 roc_auc binary     0.558     5  0.0260 Iter6       
## 4   424    17     8       67 roc_auc binary     0.557     5  0.0145 Iter5       
## 5   496    18    12       66 roc_auc binary     0.556     5  0.0219 Iter7       
## # ℹ 1 more variable: .iter <int>

final_wf <- finalize_workflow(
  rf_wf,
  select_best(tune_results, metric = "roc_auc")
)

final_fit <- fit(final_wf, data = train_data)
final_model <- extract_fit_parsnip(final_fit)$fit
print(final_model)

## Ranger result
## 
## Call:
##  ranger::ranger(x = maybe_data_frame(x), y = y, mtry = min_cols(~17L,      x), num.trees = ~452L, min.node.size = min_rows(~11L, x),      importance = ~"impurity", num.threads = 1, verbose = FALSE,      seed = sample.int(10^5, 1), probability = TRUE) 
## 
## Type:                             Probability estimation 
## Number of trees:                  452 
## Sample size:                      304 
## Number of independent variables:  64 
## Mtry:                             17 
## Target node size:                 11 
## Variable importance mode:         impurity 
## Splitrule:                        gini 
## OOB prediction error (Brier s.):  0.2214325

importance <- final_model$variable.importance
importance_df <- data.frame(Feature = names(importance), Importance = importance) %>%
  arrange(desc(importance))
row.names(importance_df) <- NULL
print(importance_df %>% head(100))

##    Feature Importance
## 1     PC33   5.737885
## 2     PC10   5.133764
## 3     PC19   5.131871
## 4     PC18   4.448595
## 5     PC11   3.676256
## 6     PC51   3.330535
## 7     PC13   3.070365
## 8     PC20   3.035748
## 9     PC07   2.989388
## 10    PC04   2.930940
## 11    PC03   2.869420
## 12    PC35   2.739642
## 13    PC14   2.542175
## 14    PC52   2.530154
## 15    PC21   2.461630
## 16    PC09   2.366269
## 17    PC05   2.320038
## 18    PC08   2.250529
## 19    PC31   2.224227
## 20    PC59   2.203388
## 21    PC02   2.200038
## 22    PC64   2.154500
## 23    PC28   2.043272
## 24    PC06   2.003380
## 25    PC25   1.962316
## 26    PC53   1.926471
## 27    PC32   1.908921
## 28    PC30   1.907372
## 29    PC38   1.897187
## 30    PC16   1.845686
## 31    PC17   1.769131
## 32    PC26   1.754740
## 33    PC45   1.752450
## 34    PC62   1.729075
## 35    PC58   1.698136
## 36    PC63   1.695553
## 37    PC43   1.694112
## 38    PC61   1.678840
## 39    PC34   1.660738
## 40    PC41   1.612287
## 41    PC22   1.610865
## 42    PC44   1.604751
## 43    PC40   1.507145
## 44    PC46   1.461333
## 45    PC55   1.440899
## 46    PC01   1.413331
## 47    PC56   1.409963
## 48    PC29   1.362202
## 49    PC27   1.361474
## 50    PC50   1.359052
## 51    PC39   1.356893
## 52    PC36   1.322201
## 53    PC49   1.290750
## 54    PC24   1.272343
## 55    PC15   1.269934
## 56    PC54   1.238271
## 57    PC12   1.200098
## 58    PC37   1.166705
## 59    PC42   1.147918
## 60    PC48   1.141273
## 61    PC57   1.135719
## 62    PC60   1.089215
## 63    PC47   1.074645
## 64    PC23   1.060797

test_predictions <- predict(final_fit, test_data, type = "prob") %>%
  bind_cols(test_data)

roc_auc_result <- test_predictions %>%
  roc_auc(truth = positive, .pred_Yes)
print(roc_auc_result)

## # A tibble: 1 × 3
##   .metric .estimator .estimate
##   <chr>   <chr>          <dbl>
## 1 roc_auc binary         0.470

class_predictions <- predict(final_fit, test_data) %>%
  bind_cols(test_data)

metrics <- metric_set(accuracy, precision, recall, f_meas)
results <- class_predictions %>%
  metrics(truth = positive, estimate = .pred_class)
print(results)

## # A tibble: 4 × 3
##   .metric   .estimator .estimate
##   <chr>     <chr>          <dbl>
## 1 accuracy  binary         0.521
## 2 precision binary         0.455
## 3 recall    binary         0.312
## 4 f_meas    binary         0.370

conf_matrix <- class_predictions %>%
  conf_mat(truth = positive, estimate = .pred_class)
conf_matrix_plot <- autoplot(conf_matrix, type = "heatmap") +
  labs(title = "Matriz de Confusão")
print(conf_matrix_plot)

roc_curve_data <- test_predictions %>%
  roc_curve(truth = positive, .pred_Yes)
roc_plot <- ggplot(roc_curve_data, aes(x = 1 - specificity, y = sensitivity)) +
  geom_path() +
  geom_abline(lty = 3) +
  coord_equal() +
  labs(title = "Curva ROC",
       x = "1 - Especificidade",
       y = "Sensibilidade")
print(roc_plot)

toc()

## 67.877 sec elapsed

test_predictions <- predict(final_fit, train_data, type = "prob") %>%
  bind_cols(train_data)

roc_auc_result <- test_predictions %>%
  roc_auc(truth = positive, .pred_Yes)
print(roc_auc_result)

## # A tibble: 1 × 3
##   .metric .estimator .estimate
##   <chr>   <chr>          <dbl>
## 1 roc_auc binary     0.0000789

class_predictions <- predict(final_fit, train_data) %>%
  bind_cols(train_data)

metrics <- metric_set(accuracy, precision, recall, f_meas)
results <- class_predictions %>%
  metrics(truth = positive, estimate = .pred_class)
print(results)

## # A tibble: 4 × 3
##   .metric   .estimator .estimate
##   <chr>     <chr>          <dbl>
## 1 accuracy  binary         0.993
## 2 precision binary         0.984
## 3 recall    binary         1    
## 4 f_meas    binary         0.992

conf_matrix <- class_predictions %>%
  conf_mat(truth = positive, estimate = .pred_class)
conf_matrix_plot <- autoplot(conf_matrix, type = "heatmap") +
  labs(title = "Matriz de Confusão")
print(conf_matrix_plot)

roc_curve_data <- test_predictions %>%
  roc_curve(truth = positive, .pred_Yes)
roc_plot <- ggplot(roc_curve_data, aes(x = 1 - specificity, y = sensitivity)) +
  geom_path() +
  geom_abline(lty = 3) +
  coord_equal() +
  labs(title = "Curva ROC",
       x = "1 - Especificidade",
       y = "Sensibilidade")
print(roc_plot)

Confiança

RF | Otimização Bayesiana

tic()
set.seed(7)

tfidf_cols <- data_train %>% select(1:(ncol(data_train)-length(labels_en)))
response_col <- data_train %>% select(trust)
model_data <- bind_cols(tfidf_cols, response_col)

print(table(model_data$trust))

## 
##  No Yes 
## 222 126

data_split <- initial_split(model_data, prop = 0.8, strata = trust)
train_data <- training(data_split)
test_data <- testing(data_split)

rf_recipe <- recipe(trust ~ ., data = model_data) %>%
  step_zv(all_predictors()) %>%
  step_normalize(all_predictors())
  # step_smote(trust)

# print(table(bake(prep(rf_recipe), new_data = NULL)$trust))

rf_model <- rand_forest(
  mtry = tune(), 
  trees = tune(), 
  min_n = tune()
) %>%
  set_engine("ranger", importance = "impurity") %>%
  set_mode("classification")

rf_wf <- workflow() %>%
  add_model(rf_model) %>%
  add_recipe(rf_recipe)

rf_grid <- parameters(
  trees(range = c(100, 1000)),
  mtry(range = c(1, floor(sqrt(ncol(train_data) - 1)))),
  min_n(range = c(5, 20))
)

set.seed(7)
tune_results <- tune_bayes(
  rf_wf,
  resamples = vfold_cv(train_data, v = 5, strata = trust), # Validação cruzada estratificada
  param_info = rf_grid,
  initial = 10,
  iter = 50,
  metrics = metric_set(yardstick::roc_auc),
  control = control_bayes(verbose = TRUE)
)

## 

## ❯  Generating a set of 10 initial parameter results

## ✓ Initialization complete

## 

## i Gaussian process model

## ✓ Gaussian process model

## i Generating 4978 candidates

## i Predicted candidates

## i Estimating performance

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## ✓ Estimating performance

## i Gaussian process model

## ✓ Gaussian process model

## i Generating 4972 candidates

## i Predicted candidates

## i Estimating performance

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## ✓ Estimating performance

## i Gaussian process model

## ✓ Gaussian process model

## i Generating 4980 candidates

## i Predicted candidates

## i Estimating performance

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## ✓ Estimating performance

## i Gaussian process model

## ✓ Gaussian process model

## i Generating 4971 candidates

## i Predicted candidates

## i Estimating performance

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## ✓ Estimating performance

## i Gaussian process model

## ✓ Gaussian process model

## i Generating 4977 candidates

## i Predicted candidates

## i Estimating performance

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## ✓ Estimating performance

## i Gaussian process model

## ✓ Gaussian process model

## i Generating 4976 candidates

## i Predicted candidates

## i Estimating performance

## i Fold1: preprocessor 1/1

## ✓ Fold1: preprocessor 1/1

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## i Predicted candidates

## i Estimating performance

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## ✓ Estimating performance

## ! No improvement for 10 iterations; returning current results.

best_results <- show_best(tune_results, metric = "roc_auc")
print(best_results)

## # A tibble: 5 × 10
##   trees  mtry min_n .metric .estimator  mean     n std_err .config         .iter
##   <int> <int> <int> <chr>   <chr>      <dbl> <int>   <dbl> <chr>           <int>
## 1   788    18    11 roc_auc binary     0.715     5  0.0438 Iter16             16
## 2   788    19    11 roc_auc binary     0.713     5  0.0425 Iter15             15
## 3   765    20    12 roc_auc binary     0.711     5  0.0432 Iter10             10
## 4   787    19    12 roc_auc binary     0.711     5  0.0395 Iter6               6
## 5   789    16    10 roc_auc binary     0.710     5  0.0400 Preprocessor1_…     0

final_wf <- finalize_workflow(
  rf_wf,
  select_best(tune_results, metric = "roc_auc")
)

final_fit <- fit(final_wf, data = train_data)
final_model <- extract_fit_parsnip(final_fit)$fit
print(final_model)

## Ranger result
## 
## Call:
##  ranger::ranger(x = maybe_data_frame(x), y = y, mtry = min_cols(~18L,      x), num.trees = ~788L, min.node.size = min_rows(~11L, x),      importance = ~"impurity", num.threads = 1, verbose = FALSE,      seed = sample.int(10^5, 1), probability = TRUE) 
## 
## Type:                             Probability estimation 
## Number of trees:                  788 
## Sample size:                      277 
## Number of independent variables:  970 
## Mtry:                             18 
## Target node size:                 11 
## Variable importance mode:         impurity 
## Splitrule:                        gini 
## OOB prediction error (Brier s.):  0.2009645

importance <- final_model$variable.importance
importance_df <- data.frame(Feature = names(importance), Importance = importance) %>%
  arrange(desc(importance))
row.names(importance_df) <- NULL
print(importance_df %>% head(100))

##        Feature Importance
## 1        jesus  2.6764322
## 2       senhor  2.2391345
## 3         deus  1.9745419
## 4         tudo  0.9921002
## 5          pés  0.9724173
## 6        santo  0.9392493
## 7       porque  0.8966698
## 8        todas  0.8891484
## 9         cruz  0.8228392
## 10        vida  0.7809186
## 11       então  0.7692899
## 12         bem  0.7582151
## 13      cristo  0.7157321
## 14         mãe  0.6901453
## 15        onde  0.6560776
## 16    salvador  0.6474293
## 17     destino  0.6361584
## 18          fé  0.6326498
## 19        amor  0.6226161
## 20         mim  0.6097063
## 21        real  0.5952241
## 22        usar  0.5912032
## 23       filho  0.5731044
## 24       lugar  0.5683842
## 25      adorar  0.5631656
## 26         sol  0.5583373
## 27         sim  0.5511432
## 28         ama  0.5312359
## 29    espírito  0.5188581
## 30         céu  0.5160901
## 31     coração  0.5145304
## 32       parar  0.5123010
## 33       basta  0.5069166
## 34          pé  0.4844617
## 35       anjos  0.4647513
## 36         ser  0.4606900
## 37       morto  0.4418296
## 38       saber  0.4397996
## 39        fogo  0.4342429
## 40  conquistar  0.4317208
## 41      glória  0.4278046
## 42     vitória  0.4214675
## 43        nada  0.4199498
## 44        meio  0.4198952
## 45       fundo  0.4040362
## 46    querendo  0.3963128
## 47     saudade  0.3904534
## 48       sobre  0.3822149
## 49       desse  0.3689722
## 50   esperança  0.3642190
## 51       posso  0.3636854
## 52      amigos  0.3633990
## 53    qualquer  0.3616670
## 54        todo  0.3611951
## 55         vem  0.3605218
## 56        além  0.3558996
## 57         dor  0.3519546
## 58    agradeço  0.3501913
## 59       assim  0.3464011
## 60      melhor  0.3447721
## 61         sai  0.3348778
## 62     merecer  0.3341972
## 63      sempre  0.3312352
## 64        vive  0.3307734
## 65         vai  0.3231463
## 66        sabe  0.3228837
## 67  verdadeiro  0.3210686
## 68      cabeça  0.3202112
## 69       força  0.3188094
## 70      igreja  0.3180548
## 71     estrada  0.3131151
## 72        lado  0.3123109
## 73         ver  0.3056976
## 74      sentir  0.3039576
## 75        fiel  0.3008495
## 76        your  0.3004054
## 77          és  0.2972275
## 78       ainda  0.2922374
## 79       mundo  0.2902849
## 80       quero  0.2851509
## 81         pai  0.2839760
## 82        dona  0.2825166
## 83       certo  0.2819692
## 84      chegou  0.2802485
## 85        medo  0.2799575
## 86     abraçar  0.2793815
## 87   agradecer  0.2771594
## 88       porta  0.2753426
## 89         fim  0.2752305
## 90       sinto  0.2716391
## 91      passar  0.2710725
## 92         luz  0.2698328
## 93    profundo  0.2664712
## 94       bateu  0.2654424
## 95     somente  0.2620497
## 96       ficar  0.2618716
## 97      comigo  0.2582227
## 98       irmão  0.2563896
## 99        hoje  0.2553743
## 100       cada  0.2536118

test_predictions <- predict(final_fit, test_data, type = "prob") %>%
  bind_cols(test_data)

roc_auc_result <- test_predictions %>%
  roc_auc(truth = trust, .pred_Yes)
print(roc_auc_result)

## # A tibble: 1 × 3
##   .metric .estimator .estimate
##   <chr>   <chr>          <dbl>
## 1 roc_auc binary         0.268

class_predictions <- predict(final_fit, test_data) %>%
  bind_cols(test_data)

metrics <- metric_set(accuracy, precision, recall, f_meas)
results <- class_predictions %>%
  metrics(truth = trust, estimate = .pred_class)
print(results)

## # A tibble: 4 × 3
##   .metric   .estimator .estimate
##   <chr>     <chr>          <dbl>
## 1 accuracy  binary         0.662
## 2 precision binary         0.657
## 3 recall    binary         0.978
## 4 f_meas    binary         0.786

conf_matrix <- class_predictions %>%
  conf_mat(truth = trust, estimate = .pred_class)
conf_matrix_plot <- autoplot(conf_matrix, type = "heatmap") +
  labs(title = "Matriz de Confusão")
print(conf_matrix_plot)

roc_curve_data <- test_predictions %>%
  roc_curve(truth = trust, .pred_Yes)
roc_plot <- ggplot(roc_curve_data, aes(x = 1 - specificity, y = sensitivity)) +
  geom_path() +
  geom_abline(lty = 3) +
  coord_equal() +
  labs(title = "Curva ROC",
       x = "1 - Especificidade",
       y = "Sensibilidade")
print(roc_plot)

toc()

## 99.681 sec elapsed

test_predictions <- predict(final_fit, train_data, type = "prob") %>%
  bind_cols(train_data)

roc_auc_result <- test_predictions %>%
  roc_auc(truth = trust, .pred_Yes)
print(roc_auc_result)

## # A tibble: 1 × 3
##   .metric .estimator .estimate
##   <chr>   <chr>          <dbl>
## 1 roc_auc binary       0.00444

class_predictions <- predict(final_fit, train_data) %>%
  bind_cols(train_data)

metrics <- metric_set(accuracy, precision, recall, f_meas)
results <- class_predictions %>%
  metrics(truth = trust, estimate = .pred_class)
print(results)

## # A tibble: 4 × 3
##   .metric   .estimator .estimate
##   <chr>     <chr>          <dbl>
## 1 accuracy  binary         0.989
## 2 precision binary         0.983
## 3 recall    binary         1    
## 4 f_meas    binary         0.992

conf_matrix <- class_predictions %>%
  conf_mat(truth = trust, estimate = .pred_class)
conf_matrix_plot <- autoplot(conf_matrix, type = "heatmap") +
  labs(title = "Matriz de Confusão")
print(conf_matrix_plot)

roc_curve_data <- test_predictions %>%
  roc_curve(truth = trust, .pred_Yes)
roc_plot <- ggplot(roc_curve_data, aes(x = 1 - specificity, y = sensitivity)) +
  geom_path() +
  geom_abline(lty = 3) +
  coord_equal() +
  labs(title = "Curva ROC",
       x = "1 - Especificidade",
       y = "Sensibilidade")
print(roc_plot)